In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x16340898390>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x16340958400>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.2.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
print('image_width, image_height, image_channels',image_width, image_height, image_channels)
input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name = 'input_real')
print('z_dim',z_dim)
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name = 'input_z')
learning_rate = tf.placeholder(tf.float32, [], name = 'input_lr')
return input_real, inputs_z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
image_width, image_height, image_channels 28 28 3 z_dim 100 Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
# Constant for the leaky relu.
alpha = 0.2
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 32x32x3 28x28xOUT
x1 = tf.layers.conv2d(images, 64, 5, strides = 2, padding = 'same')
relu1 = tf.maximum(alpha*x1, x1)
# 16x16x64 14x14xOUT
x2 = tf.layers.conv2d(relu1, 128, 5, strides = 2, padding = 'same')
bn2 = tf.layers.batch_normalization(x2, training = True)
relu2 = tf.maximum(alpha*bn2, bn2)
# 8x8x128 7x7xOUT
# x3 = tf.layers.conv2d(relu2, 256, 5, strides = 2, padding = 'same')
# bn3 = tf.layers.batch_normalization(x3, training = True)
# relu3 = tf.maximum(alpha*bn3, bn3)
# 4x4x256
flat = tf.reshape(relu2, (-1, 7*7*128) )
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator', reuse = not is_train):
# First fully connected layer
x = tf.layers.dense(z, 7*7*256)
# Reshape it to start the convolution stack
x1 = tf.reshape(x, (-1, 7, 7, 256) )
x1 = tf.layers.batch_normalization(x1, training = is_train)
x1 = tf.maximum(alpha*x1, x1)
# 4x4x512 now 7x7xOUT
x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides = 2, padding = 'same')
x2 = tf.layers.batch_normalization(x2, training = is_train)
x2 = tf.maximum(alpha*x2, x2)
# 8x8x256 now 14x14xOUT
# x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides = 2, padding = 'same')
# x3 = tf.layers.batch_normalization(x3, training = is_train)
# x3 = tf.maximum(alpha*x3, x3)
# 16x16x128 28x28xOUT
# Output layer, 32x32x3 28x28xOUT
logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides = 2, padding = 'same')
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
import pickle as pkl
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# tf.reset_default_graph()
print('*data_shape[1:4]',*data_shape[1:4])
print('z_dim',z_dim)
input_real, input_z, input_lr = model_inputs(*data_shape[1:4], z_dim)
out_channel_dim = data_shape[3]
d_loss, g_loss = model_loss(input_real, input_z, out_channel_dim)
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, input_lr, beta1)
saver = tf.train.Saver()
sample_z = np.random.uniform(-1, 1, size=(72, z_dim))
samples, losses = [], []
steps = 0
print_every = 10
show_every = 100
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
print('epoch_i', epoch_i)
for batch_images in get_batches(batch_size):
steps += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, input_lr: learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, input_lr: learning_rate})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
gen_samples = sess.run(
generator(input_z, out_channel_dim, is_train=False),
feed_dict={input_z: sample_z})
samples.append(gen_samples)
show_generator_output(sess, 5, input_z, out_channel_dim, data_image_mode)
saver.save(sess, './checkpoints/generator.ckpt')
with open('samples.pkl', 'wb') as f:
pkl.dump(samples, f)
return losses, samples
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 10
learning_rate = 0.0005
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
*data_shape[1:4] 28 28 1 z_dim 10 image_width, image_height, image_channels 28 28 1 z_dim 10 epoch_i 0 Epoch 1/2... Discriminator Loss: 2.1180... Generator Loss: 0.4046 Epoch 1/2... Discriminator Loss: 1.9464... Generator Loss: 0.4755 Epoch 1/2... Discriminator Loss: 1.3302... Generator Loss: 0.7492 Epoch 1/2... Discriminator Loss: 1.3453... Generator Loss: 0.5141 Epoch 1/2... Discriminator Loss: 0.9035... Generator Loss: 1.2886 Epoch 1/2... Discriminator Loss: 1.2338... Generator Loss: 0.5764 Epoch 1/2... Discriminator Loss: 1.5255... Generator Loss: 4.0629 Epoch 1/2... Discriminator Loss: 1.0512... Generator Loss: 0.9112 Epoch 1/2... Discriminator Loss: 0.5561... Generator Loss: 2.0744 Epoch 1/2... Discriminator Loss: 1.0644... Generator Loss: 1.4419
Epoch 1/2... Discriminator Loss: 0.5713... Generator Loss: 2.0058 Epoch 1/2... Discriminator Loss: 0.8372... Generator Loss: 0.8424 Epoch 1/2... Discriminator Loss: 0.7605... Generator Loss: 1.0242 Epoch 1/2... Discriminator Loss: 0.6015... Generator Loss: 1.7645 Epoch 1/2... Discriminator Loss: 1.0794... Generator Loss: 0.5701 Epoch 1/2... Discriminator Loss: 0.9590... Generator Loss: 1.2370 Epoch 1/2... Discriminator Loss: 0.8611... Generator Loss: 1.1771 Epoch 1/2... Discriminator Loss: 1.0625... Generator Loss: 0.5711 Epoch 1/2... Discriminator Loss: 0.6924... Generator Loss: 1.0959 Epoch 1/2... Discriminator Loss: 0.4872... Generator Loss: 2.0534
Epoch 1/2... Discriminator Loss: 0.6153... Generator Loss: 1.4669 Epoch 1/2... Discriminator Loss: 0.5705... Generator Loss: 1.6273 Epoch 1/2... Discriminator Loss: 0.6093... Generator Loss: 1.1803 Epoch 1/2... Discriminator Loss: 0.5151... Generator Loss: 1.8548 Epoch 1/2... Discriminator Loss: 0.3045... Generator Loss: 2.9212 Epoch 1/2... Discriminator Loss: 1.4056... Generator Loss: 0.3446 Epoch 1/2... Discriminator Loss: 0.3382... Generator Loss: 2.3063 Epoch 1/2... Discriminator Loss: 0.6738... Generator Loss: 2.9013 Epoch 1/2... Discriminator Loss: 1.2490... Generator Loss: 0.4156 Epoch 1/2... Discriminator Loss: 0.7262... Generator Loss: 1.0126
Epoch 1/2... Discriminator Loss: 0.4110... Generator Loss: 1.8891 Epoch 1/2... Discriminator Loss: 0.7495... Generator Loss: 5.7261 Epoch 1/2... Discriminator Loss: 0.6516... Generator Loss: 0.9629 Epoch 1/2... Discriminator Loss: 0.3245... Generator Loss: 2.1813 Epoch 1/2... Discriminator Loss: 0.2302... Generator Loss: 3.2905 Epoch 1/2... Discriminator Loss: 0.3631... Generator Loss: 2.8545 Epoch 1/2... Discriminator Loss: 0.3706... Generator Loss: 2.0940 Epoch 1/2... Discriminator Loss: 0.3693... Generator Loss: 1.8259 Epoch 1/2... Discriminator Loss: 0.4108... Generator Loss: 1.5695 Epoch 1/2... Discriminator Loss: 1.0456... Generator Loss: 0.5555
Epoch 1/2... Discriminator Loss: 0.4371... Generator Loss: 3.5555 Epoch 1/2... Discriminator Loss: 0.2951... Generator Loss: 2.1190 Epoch 1/2... Discriminator Loss: 0.8201... Generator Loss: 0.7331 Epoch 1/2... Discriminator Loss: 0.6413... Generator Loss: 1.2268 Epoch 1/2... Discriminator Loss: 0.2317... Generator Loss: 2.5900 Epoch 1/2... Discriminator Loss: 0.2532... Generator Loss: 4.2592 Epoch 1/2... Discriminator Loss: 0.3373... Generator Loss: 3.1641 Epoch 1/2... Discriminator Loss: 0.2347... Generator Loss: 3.0794 Epoch 1/2... Discriminator Loss: 1.2466... Generator Loss: 0.4309 Epoch 1/2... Discriminator Loss: 0.2038... Generator Loss: 2.9134
Epoch 1/2... Discriminator Loss: 0.4898... Generator Loss: 1.1745 Epoch 1/2... Discriminator Loss: 0.1883... Generator Loss: 2.5138 Epoch 1/2... Discriminator Loss: 0.3474... Generator Loss: 2.1869 Epoch 1/2... Discriminator Loss: 0.2805... Generator Loss: 1.9656 Epoch 1/2... Discriminator Loss: 0.2190... Generator Loss: 2.3147 Epoch 1/2... Discriminator Loss: 0.1973... Generator Loss: 3.8676 Epoch 1/2... Discriminator Loss: 0.2347... Generator Loss: 2.9488 Epoch 1/2... Discriminator Loss: 0.2572... Generator Loss: 1.7799 Epoch 1/2... Discriminator Loss: 0.2878... Generator Loss: 1.6852 Epoch 1/2... Discriminator Loss: 0.8429... Generator Loss: 0.6476
Epoch 1/2... Discriminator Loss: 0.3412... Generator Loss: 1.7787 Epoch 1/2... Discriminator Loss: 0.2516... Generator Loss: 1.9967 Epoch 1/2... Discriminator Loss: 0.2292... Generator Loss: 2.0737 Epoch 1/2... Discriminator Loss: 0.0706... Generator Loss: 4.6781 Epoch 1/2... Discriminator Loss: 0.1098... Generator Loss: 2.8819 Epoch 1/2... Discriminator Loss: 0.3274... Generator Loss: 1.8860 Epoch 1/2... Discriminator Loss: 0.2084... Generator Loss: 3.1486 Epoch 1/2... Discriminator Loss: 0.4413... Generator Loss: 4.0153 Epoch 1/2... Discriminator Loss: 0.1001... Generator Loss: 3.3394 Epoch 1/2... Discriminator Loss: 0.1499... Generator Loss: 4.2828
Epoch 1/2... Discriminator Loss: 0.1134... Generator Loss: 4.3384 Epoch 1/2... Discriminator Loss: 0.1712... Generator Loss: 2.4412 Epoch 1/2... Discriminator Loss: 0.9540... Generator Loss: 4.6023 Epoch 1/2... Discriminator Loss: 0.4654... Generator Loss: 1.7775 Epoch 1/2... Discriminator Loss: 0.4028... Generator Loss: 2.4416 Epoch 1/2... Discriminator Loss: 0.1644... Generator Loss: 2.6804 Epoch 1/2... Discriminator Loss: 0.1466... Generator Loss: 2.8807 Epoch 1/2... Discriminator Loss: 0.2012... Generator Loss: 2.4888 Epoch 1/2... Discriminator Loss: 0.1530... Generator Loss: 3.9742 Epoch 1/2... Discriminator Loss: 0.3215... Generator Loss: 2.3065
Epoch 1/2... Discriminator Loss: 0.3378... Generator Loss: 2.3330 Epoch 1/2... Discriminator Loss: 0.2833... Generator Loss: 1.9182 Epoch 1/2... Discriminator Loss: 0.1967... Generator Loss: 2.3647 Epoch 1/2... Discriminator Loss: 0.2082... Generator Loss: 4.2074 Epoch 1/2... Discriminator Loss: 0.1453... Generator Loss: 2.7367 Epoch 1/2... Discriminator Loss: 0.1765... Generator Loss: 2.4883 Epoch 1/2... Discriminator Loss: 0.1920... Generator Loss: 2.4536 Epoch 1/2... Discriminator Loss: 0.1518... Generator Loss: 2.5655 Epoch 1/2... Discriminator Loss: 0.1188... Generator Loss: 3.2504 Epoch 1/2... Discriminator Loss: 0.1064... Generator Loss: 3.0561
Epoch 1/2... Discriminator Loss: 0.5267... Generator Loss: 1.0740 Epoch 1/2... Discriminator Loss: 1.2156... Generator Loss: 0.5784 Epoch 1/2... Discriminator Loss: 0.5282... Generator Loss: 1.5498 epoch_i 1 Epoch 2/2... Discriminator Loss: 0.4393... Generator Loss: 2.2918 Epoch 2/2... Discriminator Loss: 0.3307... Generator Loss: 2.1136 Epoch 2/2... Discriminator Loss: 0.4740... Generator Loss: 1.7117 Epoch 2/2... Discriminator Loss: 0.2866... Generator Loss: 2.5325 Epoch 2/2... Discriminator Loss: 0.6643... Generator Loss: 1.8096 Epoch 2/2... Discriminator Loss: 0.3966... Generator Loss: 1.8050 Epoch 2/2... Discriminator Loss: 0.4007... Generator Loss: 1.5133
Epoch 2/2... Discriminator Loss: 0.2683... Generator Loss: 2.4349 Epoch 2/2... Discriminator Loss: 0.1844... Generator Loss: 2.6150 Epoch 2/2... Discriminator Loss: 0.2197... Generator Loss: 2.3830 Epoch 2/2... Discriminator Loss: 0.1750... Generator Loss: 3.1650 Epoch 2/2... Discriminator Loss: 0.1294... Generator Loss: 3.2623 Epoch 2/2... Discriminator Loss: 0.1198... Generator Loss: 3.5090 Epoch 2/2... Discriminator Loss: 0.1537... Generator Loss: 3.7871 Epoch 2/2... Discriminator Loss: 0.1384... Generator Loss: 3.5948 Epoch 2/2... Discriminator Loss: 0.0962... Generator Loss: 3.1616 Epoch 2/2... Discriminator Loss: 0.1218... Generator Loss: 3.3749
Epoch 2/2... Discriminator Loss: 0.4302... Generator Loss: 3.3593 Epoch 2/2... Discriminator Loss: 0.4259... Generator Loss: 2.0518 Epoch 2/2... Discriminator Loss: 0.3911... Generator Loss: 1.4937 Epoch 2/2... Discriminator Loss: 0.3415... Generator Loss: 2.5854 Epoch 2/2... Discriminator Loss: 0.6233... Generator Loss: 1.0016 Epoch 2/2... Discriminator Loss: 0.1656... Generator Loss: 3.0726 Epoch 2/2... Discriminator Loss: 0.2329... Generator Loss: 2.4319 Epoch 2/2... Discriminator Loss: 0.1271... Generator Loss: 3.9111 Epoch 2/2... Discriminator Loss: 1.4105... Generator Loss: 1.3935 Epoch 2/2... Discriminator Loss: 1.2871... Generator Loss: 0.4812
Epoch 2/2... Discriminator Loss: 0.9277... Generator Loss: 0.8569 Epoch 2/2... Discriminator Loss: 0.6560... Generator Loss: 3.2346 Epoch 2/2... Discriminator Loss: 0.6568... Generator Loss: 0.9687 Epoch 2/2... Discriminator Loss: 0.5512... Generator Loss: 3.1250 Epoch 2/2... Discriminator Loss: 0.2981... Generator Loss: 1.8259 Epoch 2/2... Discriminator Loss: 0.1220... Generator Loss: 3.0361 Epoch 2/2... Discriminator Loss: 0.2192... Generator Loss: 3.6819 Epoch 2/2... Discriminator Loss: 0.1374... Generator Loss: 3.0611 Epoch 2/2... Discriminator Loss: 0.1012... Generator Loss: 3.8241 Epoch 2/2... Discriminator Loss: 0.1748... Generator Loss: 2.2667
Epoch 2/2... Discriminator Loss: 0.2536... Generator Loss: 1.9310 Epoch 2/2... Discriminator Loss: 0.3987... Generator Loss: 1.7562 Epoch 2/2... Discriminator Loss: 0.3709... Generator Loss: 1.4475 Epoch 2/2... Discriminator Loss: 0.2451... Generator Loss: 2.3962 Epoch 2/2... Discriminator Loss: 2.7191... Generator Loss: 5.2494 Epoch 2/2... Discriminator Loss: 0.2947... Generator Loss: 2.0444 Epoch 2/2... Discriminator Loss: 1.0682... Generator Loss: 4.9534 Epoch 2/2... Discriminator Loss: 0.2095... Generator Loss: 2.6237 Epoch 2/2... Discriminator Loss: 0.1520... Generator Loss: 2.7525 Epoch 2/2... Discriminator Loss: 0.5905... Generator Loss: 1.1161
Epoch 2/2... Discriminator Loss: 0.2751... Generator Loss: 3.8063 Epoch 2/2... Discriminator Loss: 0.1896... Generator Loss: 2.7983 Epoch 2/2... Discriminator Loss: 0.1429... Generator Loss: 4.6886 Epoch 2/2... Discriminator Loss: 0.2849... Generator Loss: 1.7712 Epoch 2/2... Discriminator Loss: 0.3659... Generator Loss: 1.5411 Epoch 2/2... Discriminator Loss: 0.1431... Generator Loss: 2.7927 Epoch 2/2... Discriminator Loss: 0.1486... Generator Loss: 2.7143 Epoch 2/2... Discriminator Loss: 0.1296... Generator Loss: 3.3884 Epoch 2/2... Discriminator Loss: 0.1499... Generator Loss: 2.7740 Epoch 2/2... Discriminator Loss: 0.0649... Generator Loss: 4.3899
Epoch 2/2... Discriminator Loss: 0.6287... Generator Loss: 1.0089 Epoch 2/2... Discriminator Loss: 0.2637... Generator Loss: 2.2167 Epoch 2/2... Discriminator Loss: 0.2912... Generator Loss: 2.3637 Epoch 2/2... Discriminator Loss: 0.2291... Generator Loss: 2.6264 Epoch 2/2... Discriminator Loss: 0.1699... Generator Loss: 2.5540 Epoch 2/2... Discriminator Loss: 0.6278... Generator Loss: 5.8917 Epoch 2/2... Discriminator Loss: 0.2447... Generator Loss: 1.8863 Epoch 2/2... Discriminator Loss: 0.1450... Generator Loss: 3.1935 Epoch 2/2... Discriminator Loss: 0.0933... Generator Loss: 4.2578 Epoch 2/2... Discriminator Loss: 0.2162... Generator Loss: 2.1368
Epoch 2/2... Discriminator Loss: 0.1119... Generator Loss: 3.0049 Epoch 2/2... Discriminator Loss: 0.0530... Generator Loss: 3.8956 Epoch 2/2... Discriminator Loss: 0.9865... Generator Loss: 0.7046 Epoch 2/2... Discriminator Loss: 0.5371... Generator Loss: 1.2354 Epoch 2/2... Discriminator Loss: 1.2709... Generator Loss: 2.5535 Epoch 2/2... Discriminator Loss: 0.4219... Generator Loss: 1.7420 Epoch 2/2... Discriminator Loss: 0.3206... Generator Loss: 2.1252 Epoch 2/2... Discriminator Loss: 0.2628... Generator Loss: 3.2900 Epoch 2/2... Discriminator Loss: 0.0900... Generator Loss: 3.5270 Epoch 2/2... Discriminator Loss: 0.1220... Generator Loss: 3.6001
Epoch 2/2... Discriminator Loss: 0.2904... Generator Loss: 4.8997 Epoch 2/2... Discriminator Loss: 0.3675... Generator Loss: 1.6091 Epoch 2/2... Discriminator Loss: 0.1049... Generator Loss: 3.2060 Epoch 2/2... Discriminator Loss: 0.0934... Generator Loss: 3.4908 Epoch 2/2... Discriminator Loss: 0.1213... Generator Loss: 2.8232 Epoch 2/2... Discriminator Loss: 0.1774... Generator Loss: 2.4036 Epoch 2/2... Discriminator Loss: 0.1089... Generator Loss: 2.8797 Epoch 2/2... Discriminator Loss: 0.1303... Generator Loss: 2.8973 Epoch 2/2... Discriminator Loss: 0.1050... Generator Loss: 3.7174 Epoch 2/2... Discriminator Loss: 0.9081... Generator Loss: 1.7077
Epoch 2/2... Discriminator Loss: 0.7622... Generator Loss: 2.7255 Epoch 2/2... Discriminator Loss: 0.4910... Generator Loss: 1.5039 Epoch 2/2... Discriminator Loss: 0.5758... Generator Loss: 1.3709 Epoch 2/2... Discriminator Loss: 0.3935... Generator Loss: 1.7065 Epoch 2/2... Discriminator Loss: 0.1823... Generator Loss: 2.5817 Epoch 2/2... Discriminator Loss: 0.2018... Generator Loss: 2.4249 Epoch 2/2... Discriminator Loss: 0.1357... Generator Loss: 2.7092
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 100
learning_rate = 0.0005
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 30
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
*data_shape[1:4] 28 28 3 z_dim 100 image_width, image_height, image_channels 28 28 3 z_dim 100 epoch_i 0 Epoch 1/30... Discriminator Loss: 2.3496... Generator Loss: 0.2526 Epoch 1/30... Discriminator Loss: 1.1943... Generator Loss: 0.9957 Epoch 1/30... Discriminator Loss: 1.1379... Generator Loss: 1.7369 Epoch 1/30... Discriminator Loss: 0.8913... Generator Loss: 1.0148 Epoch 1/30... Discriminator Loss: 0.3333... Generator Loss: 2.9946 Epoch 1/30... Discriminator Loss: 0.2026... Generator Loss: 2.4891 Epoch 1/30... Discriminator Loss: 0.1069... Generator Loss: 3.0749 Epoch 1/30... Discriminator Loss: 0.2437... Generator Loss: 8.3053 Epoch 1/30... Discriminator Loss: 0.2604... Generator Loss: 1.6914 Epoch 1/30... Discriminator Loss: 0.1176... Generator Loss: 5.7855
Epoch 1/30... Discriminator Loss: 0.3604... Generator Loss: 1.3752 Epoch 1/30... Discriminator Loss: 1.2467... Generator Loss: 0.4168 Epoch 1/30... Discriminator Loss: 0.2022... Generator Loss: 4.4801 Epoch 1/30... Discriminator Loss: 0.8880... Generator Loss: 0.7719 Epoch 1/30... Discriminator Loss: 2.2553... Generator Loss: 0.1446 Epoch 1/30... Discriminator Loss: 0.1473... Generator Loss: 11.7457 Epoch 1/30... Discriminator Loss: 0.2671... Generator Loss: 3.1564 Epoch 1/30... Discriminator Loss: 0.2016... Generator Loss: 2.0625 Epoch 1/30... Discriminator Loss: 0.5013... Generator Loss: 8.6088 Epoch 1/30... Discriminator Loss: 0.2607... Generator Loss: 2.3420
Epoch 1/30... Discriminator Loss: 1.1323... Generator Loss: 0.4821 Epoch 1/30... Discriminator Loss: 0.8395... Generator Loss: 0.6650 Epoch 1/30... Discriminator Loss: 0.5399... Generator Loss: 1.6871 Epoch 1/30... Discriminator Loss: 0.3746... Generator Loss: 2.0340 Epoch 1/30... Discriminator Loss: 0.9041... Generator Loss: 0.7041 Epoch 1/30... Discriminator Loss: 0.1936... Generator Loss: 2.3749 Epoch 1/30... Discriminator Loss: 0.0571... Generator Loss: 6.2721 Epoch 1/30... Discriminator Loss: 1.2374... Generator Loss: 0.4244 Epoch 1/30... Discriminator Loss: 0.5098... Generator Loss: 1.5964 Epoch 1/30... Discriminator Loss: 1.0111... Generator Loss: 1.3180
Epoch 1/30... Discriminator Loss: 1.0592... Generator Loss: 0.5584 Epoch 1/30... Discriminator Loss: 0.3259... Generator Loss: 2.0204 Epoch 1/30... Discriminator Loss: 1.5010... Generator Loss: 4.2197 Epoch 1/30... Discriminator Loss: 0.6566... Generator Loss: 2.0959 Epoch 1/30... Discriminator Loss: 1.6224... Generator Loss: 0.2752 Epoch 1/30... Discriminator Loss: 0.4089... Generator Loss: 2.0430 Epoch 1/30... Discriminator Loss: 0.7356... Generator Loss: 0.9529 Epoch 1/30... Discriminator Loss: 0.2301... Generator Loss: 3.5037 Epoch 1/30... Discriminator Loss: 0.2501... Generator Loss: 6.4610 Epoch 1/30... Discriminator Loss: 1.7335... Generator Loss: 0.2456
Epoch 1/30... Discriminator Loss: 0.1264... Generator Loss: 5.3341 Epoch 1/30... Discriminator Loss: 0.4313... Generator Loss: 1.5480 Epoch 1/30... Discriminator Loss: 0.2882... Generator Loss: 2.4762 Epoch 1/30... Discriminator Loss: 0.9933... Generator Loss: 0.6183 Epoch 1/30... Discriminator Loss: 0.5412... Generator Loss: 1.5208 Epoch 1/30... Discriminator Loss: 0.4129... Generator Loss: 2.0909 Epoch 1/30... Discriminator Loss: 0.1917... Generator Loss: 3.6352 Epoch 1/30... Discriminator Loss: 0.1559... Generator Loss: 4.1571 Epoch 1/30... Discriminator Loss: 0.2595... Generator Loss: 2.8662 Epoch 1/30... Discriminator Loss: 0.4263... Generator Loss: 6.3892
Epoch 1/30... Discriminator Loss: 0.3028... Generator Loss: 4.6209 Epoch 1/30... Discriminator Loss: 0.1233... Generator Loss: 5.4055 Epoch 1/30... Discriminator Loss: 0.1694... Generator Loss: 6.5270 Epoch 1/30... Discriminator Loss: 0.3698... Generator Loss: 2.4868 Epoch 1/30... Discriminator Loss: 0.1096... Generator Loss: 4.5425 Epoch 1/30... Discriminator Loss: 0.2410... Generator Loss: 3.0908 Epoch 1/30... Discriminator Loss: 0.5699... Generator Loss: 1.4615 Epoch 1/30... Discriminator Loss: 0.2345... Generator Loss: 3.6579 Epoch 1/30... Discriminator Loss: 0.1647... Generator Loss: 6.4599 Epoch 1/30... Discriminator Loss: 0.1994... Generator Loss: 5.6919
Epoch 1/30... Discriminator Loss: 0.6523... Generator Loss: 6.0654 Epoch 1/30... Discriminator Loss: 1.0159... Generator Loss: 0.7166 Epoch 1/30... Discriminator Loss: 0.1560... Generator Loss: 5.7679 Epoch 1/30... Discriminator Loss: 0.1834... Generator Loss: 7.4728 Epoch 1/30... Discriminator Loss: 0.2543... Generator Loss: 5.0645 Epoch 1/30... Discriminator Loss: 0.1503... Generator Loss: 5.7628 Epoch 1/30... Discriminator Loss: 0.9896... Generator Loss: 0.7981 Epoch 1/30... Discriminator Loss: 0.1103... Generator Loss: 6.7093 Epoch 1/30... Discriminator Loss: 0.3232... Generator Loss: 4.5420 Epoch 1/30... Discriminator Loss: 0.3139... Generator Loss: 3.0311
Epoch 1/30... Discriminator Loss: 0.7455... Generator Loss: 1.3249 Epoch 1/30... Discriminator Loss: 0.0550... Generator Loss: 6.3798 Epoch 1/30... Discriminator Loss: 0.1965... Generator Loss: 6.0400 Epoch 1/30... Discriminator Loss: 0.1665... Generator Loss: 9.4722 Epoch 1/30... Discriminator Loss: 0.9785... Generator Loss: 14.4287 Epoch 1/30... Discriminator Loss: 0.2562... Generator Loss: 8.4339 Epoch 1/30... Discriminator Loss: 0.2162... Generator Loss: 2.7654 Epoch 1/30... Discriminator Loss: 0.4589... Generator Loss: 9.0235 Epoch 1/30... Discriminator Loss: 0.7618... Generator Loss: 1.9900 Epoch 1/30... Discriminator Loss: 0.2462... Generator Loss: 5.3641
Epoch 1/30... Discriminator Loss: 1.1192... Generator Loss: 2.0172 Epoch 1/30... Discriminator Loss: 0.1905... Generator Loss: 5.1488 Epoch 1/30... Discriminator Loss: 0.4943... Generator Loss: 7.0537 Epoch 1/30... Discriminator Loss: 0.2474... Generator Loss: 4.1115 Epoch 1/30... Discriminator Loss: 0.3481... Generator Loss: 2.3558 Epoch 1/30... Discriminator Loss: 1.4068... Generator Loss: 12.9333 Epoch 1/30... Discriminator Loss: 0.1588... Generator Loss: 6.3236 Epoch 1/30... Discriminator Loss: 0.1303... Generator Loss: 6.6784 Epoch 1/30... Discriminator Loss: 0.9308... Generator Loss: 9.5450 Epoch 1/30... Discriminator Loss: 0.2685... Generator Loss: 3.8490
Epoch 1/30... Discriminator Loss: 0.4005... Generator Loss: 3.5125 Epoch 1/30... Discriminator Loss: 0.2102... Generator Loss: 4.4440 Epoch 1/30... Discriminator Loss: 0.7897... Generator Loss: 0.9460 Epoch 1/30... Discriminator Loss: 0.1339... Generator Loss: 7.1547 Epoch 1/30... Discriminator Loss: 0.0975... Generator Loss: 9.1087 Epoch 1/30... Discriminator Loss: 0.1345... Generator Loss: 7.6104 Epoch 1/30... Discriminator Loss: 0.3988... Generator Loss: 2.1743 Epoch 1/30... Discriminator Loss: 0.5625... Generator Loss: 2.3821 Epoch 1/30... Discriminator Loss: 0.3650... Generator Loss: 9.2626 Epoch 1/30... Discriminator Loss: 0.2662... Generator Loss: 4.1816
Epoch 1/30... Discriminator Loss: 0.3241... Generator Loss: 2.6528 Epoch 1/30... Discriminator Loss: 0.1435... Generator Loss: 6.0235 Epoch 1/30... Discriminator Loss: 0.3663... Generator Loss: 2.0775 Epoch 1/30... Discriminator Loss: 0.1238... Generator Loss: 8.5711 Epoch 1/30... Discriminator Loss: 1.8504... Generator Loss: 6.0343 Epoch 1/30... Discriminator Loss: 0.5374... Generator Loss: 2.5931 Epoch 1/30... Discriminator Loss: 0.1739... Generator Loss: 5.5860 Epoch 1/30... Discriminator Loss: 0.3622... Generator Loss: 3.0810 Epoch 1/30... Discriminator Loss: 0.1816... Generator Loss: 5.0995 Epoch 1/30... Discriminator Loss: 0.4848... Generator Loss: 1.4297
Epoch 1/30... Discriminator Loss: 0.3338... Generator Loss: 2.6447 Epoch 1/30... Discriminator Loss: 0.1772... Generator Loss: 5.6935 Epoch 1/30... Discriminator Loss: 0.4547... Generator Loss: 2.3402 Epoch 1/30... Discriminator Loss: 0.3921... Generator Loss: 7.8052 Epoch 1/30... Discriminator Loss: 0.1105... Generator Loss: 7.4321 Epoch 1/30... Discriminator Loss: 2.0592... Generator Loss: 0.5045 Epoch 1/30... Discriminator Loss: 0.2465... Generator Loss: 3.8639 Epoch 1/30... Discriminator Loss: 0.9989... Generator Loss: 1.2811 Epoch 1/30... Discriminator Loss: 0.2455... Generator Loss: 3.1220 Epoch 1/30... Discriminator Loss: 0.5950... Generator Loss: 6.0204
Epoch 1/30... Discriminator Loss: 0.5004... Generator Loss: 1.8203 Epoch 1/30... Discriminator Loss: 0.2572... Generator Loss: 5.1515 Epoch 1/30... Discriminator Loss: 0.2242... Generator Loss: 4.7697 Epoch 1/30... Discriminator Loss: 0.8612... Generator Loss: 1.1805 Epoch 1/30... Discriminator Loss: 0.9486... Generator Loss: 1.6436 Epoch 1/30... Discriminator Loss: 0.3555... Generator Loss: 3.5933 Epoch 1/30... Discriminator Loss: 0.4437... Generator Loss: 5.4080 Epoch 1/30... Discriminator Loss: 0.3758... Generator Loss: 4.5485 Epoch 1/30... Discriminator Loss: 0.6113... Generator Loss: 1.3005 Epoch 1/30... Discriminator Loss: 0.2403... Generator Loss: 10.1529
Epoch 1/30... Discriminator Loss: 0.1346... Generator Loss: 6.3681 Epoch 1/30... Discriminator Loss: 0.2261... Generator Loss: 3.6184 Epoch 1/30... Discriminator Loss: 0.5471... Generator Loss: 1.3802 Epoch 1/30... Discriminator Loss: 0.1491... Generator Loss: 5.8702 Epoch 1/30... Discriminator Loss: 0.1846... Generator Loss: 4.8984 Epoch 1/30... Discriminator Loss: 1.2326... Generator Loss: 1.0745 Epoch 1/30... Discriminator Loss: 0.2853... Generator Loss: 10.6800 Epoch 1/30... Discriminator Loss: 0.4248... Generator Loss: 2.9363 Epoch 1/30... Discriminator Loss: 0.4086... Generator Loss: 2.4207 Epoch 1/30... Discriminator Loss: 0.1463... Generator Loss: 7.7980
Epoch 1/30... Discriminator Loss: 0.3379... Generator Loss: 3.2329 Epoch 1/30... Discriminator Loss: 0.6122... Generator Loss: 1.0510 Epoch 1/30... Discriminator Loss: 0.3315... Generator Loss: 6.3179 Epoch 1/30... Discriminator Loss: 0.3931... Generator Loss: 7.8710 Epoch 1/30... Discriminator Loss: 0.5933... Generator Loss: 3.1805 Epoch 1/30... Discriminator Loss: 0.4117... Generator Loss: 1.8239 Epoch 1/30... Discriminator Loss: 2.5730... Generator Loss: 0.3862 Epoch 1/30... Discriminator Loss: 0.8825... Generator Loss: 0.9599 Epoch 1/30... Discriminator Loss: 0.4339... Generator Loss: 2.7620 Epoch 1/30... Discriminator Loss: 0.7551... Generator Loss: 1.4082
Epoch 1/30... Discriminator Loss: 0.1701... Generator Loss: 8.1060 Epoch 1/30... Discriminator Loss: 0.1230... Generator Loss: 5.9555 Epoch 1/30... Discriminator Loss: 0.0954... Generator Loss: 7.6062 Epoch 1/30... Discriminator Loss: 2.0160... Generator Loss: 0.5282 Epoch 1/30... Discriminator Loss: 0.3089... Generator Loss: 3.5339 Epoch 1/30... Discriminator Loss: 0.2879... Generator Loss: 2.5135 Epoch 1/30... Discriminator Loss: 0.2103... Generator Loss: 3.3302 Epoch 1/30... Discriminator Loss: 0.2091... Generator Loss: 6.2869 epoch_i 1 Epoch 2/30... Discriminator Loss: 1.2925... Generator Loss: 2.5532 Epoch 2/30... Discriminator Loss: 0.2539... Generator Loss: 4.3545
Epoch 2/30... Discriminator Loss: 0.3088... Generator Loss: 3.4093 Epoch 2/30... Discriminator Loss: 0.2542... Generator Loss: 4.4274 Epoch 2/30... Discriminator Loss: 1.1796... Generator Loss: 1.0377 Epoch 2/30... Discriminator Loss: 0.2973... Generator Loss: 3.2053 Epoch 2/30... Discriminator Loss: 0.2557... Generator Loss: 8.8569 Epoch 2/30... Discriminator Loss: 0.8185... Generator Loss: 11.3675 Epoch 2/30... Discriminator Loss: 0.5384... Generator Loss: 1.7370 Epoch 2/30... Discriminator Loss: 0.3828... Generator Loss: 2.8548 Epoch 2/30... Discriminator Loss: 1.1985... Generator Loss: 11.6664 Epoch 2/30... Discriminator Loss: 0.3884... Generator Loss: 3.0609
Epoch 2/30... Discriminator Loss: 0.3937... Generator Loss: 1.8918 Epoch 2/30... Discriminator Loss: 0.4726... Generator Loss: 3.1128 Epoch 2/30... Discriminator Loss: 0.1599... Generator Loss: 7.3537 Epoch 2/30... Discriminator Loss: 0.7940... Generator Loss: 3.4216 Epoch 2/30... Discriminator Loss: 0.1842... Generator Loss: 4.8862 Epoch 2/30... Discriminator Loss: 0.8260... Generator Loss: 9.9163 Epoch 2/30... Discriminator Loss: 0.3995... Generator Loss: 3.0887 Epoch 2/30... Discriminator Loss: 1.2439... Generator Loss: 0.6170 Epoch 2/30... Discriminator Loss: 0.6150... Generator Loss: 1.6368 Epoch 2/30... Discriminator Loss: 0.4037... Generator Loss: 3.2869
Epoch 2/30... Discriminator Loss: 0.2139... Generator Loss: 5.4756 Epoch 2/30... Discriminator Loss: 0.2441... Generator Loss: 3.0057 Epoch 2/30... Discriminator Loss: 0.1428... Generator Loss: 7.0897 Epoch 2/30... Discriminator Loss: 0.4100... Generator Loss: 6.6177 Epoch 2/30... Discriminator Loss: 0.2826... Generator Loss: 5.2344 Epoch 2/30... Discriminator Loss: 0.8960... Generator Loss: 0.9290 Epoch 2/30... Discriminator Loss: 0.6145... Generator Loss: 1.4548 Epoch 2/30... Discriminator Loss: 0.8196... Generator Loss: 8.9564 Epoch 2/30... Discriminator Loss: 0.2576... Generator Loss: 5.1813 Epoch 2/30... Discriminator Loss: 0.2398... Generator Loss: 4.5688
Epoch 2/30... Discriminator Loss: 0.5194... Generator Loss: 2.1571 Epoch 2/30... Discriminator Loss: 0.1926... Generator Loss: 4.0616 Epoch 2/30... Discriminator Loss: 0.6588... Generator Loss: 1.8884 Epoch 2/30... Discriminator Loss: 1.3988... Generator Loss: 1.9702 Epoch 2/30... Discriminator Loss: 0.3208... Generator Loss: 3.3032 Epoch 2/30... Discriminator Loss: 0.2697... Generator Loss: 3.0985 Epoch 2/30... Discriminator Loss: 0.2985... Generator Loss: 3.4224 Epoch 2/30... Discriminator Loss: 0.9470... Generator Loss: 1.1289 Epoch 2/30... Discriminator Loss: 0.2334... Generator Loss: 3.1500 Epoch 2/30... Discriminator Loss: 0.2470... Generator Loss: 5.2722
Epoch 2/30... Discriminator Loss: 0.1325... Generator Loss: 6.0833 Epoch 2/30... Discriminator Loss: 2.1355... Generator Loss: 1.6338 Epoch 2/30... Discriminator Loss: 0.4584... Generator Loss: 1.7704 Epoch 2/30... Discriminator Loss: 0.2850... Generator Loss: 2.9452 Epoch 2/30... Discriminator Loss: 0.2684... Generator Loss: 4.7641 Epoch 2/30... Discriminator Loss: 0.3917... Generator Loss: 6.4033 Epoch 2/30... Discriminator Loss: 1.1271... Generator Loss: 4.7787 Epoch 2/30... Discriminator Loss: 0.2842... Generator Loss: 3.2757 Epoch 2/30... Discriminator Loss: 0.1929... Generator Loss: 6.3628 Epoch 2/30... Discriminator Loss: 0.4110... Generator Loss: 2.0366
Epoch 2/30... Discriminator Loss: 0.4296... Generator Loss: 9.9841 Epoch 2/30... Discriminator Loss: 2.0346... Generator Loss: 4.3512 Epoch 2/30... Discriminator Loss: 0.7918... Generator Loss: 2.2283 Epoch 2/30... Discriminator Loss: 0.5496... Generator Loss: 2.0622 Epoch 2/30... Discriminator Loss: 0.6953... Generator Loss: 1.1226 Epoch 2/30... Discriminator Loss: 0.2089... Generator Loss: 8.7558 Epoch 2/30... Discriminator Loss: 0.2624... Generator Loss: 3.1365 Epoch 2/30... Discriminator Loss: 0.0965... Generator Loss: 5.5771 Epoch 2/30... Discriminator Loss: 1.2236... Generator Loss: 0.8356 Epoch 2/30... Discriminator Loss: 0.2493... Generator Loss: 3.1090
Epoch 2/30... Discriminator Loss: 1.7401... Generator Loss: 12.4346 Epoch 2/30... Discriminator Loss: 0.5398... Generator Loss: 2.3236 Epoch 2/30... Discriminator Loss: 0.2647... Generator Loss: 3.5922 Epoch 2/30... Discriminator Loss: 0.5588... Generator Loss: 1.5357 Epoch 2/30... Discriminator Loss: 0.1958... Generator Loss: 5.0140 Epoch 2/30... Discriminator Loss: 0.2619... Generator Loss: 3.6190 Epoch 2/30... Discriminator Loss: 0.5023... Generator Loss: 2.4929 Epoch 2/30... Discriminator Loss: 0.2261... Generator Loss: 4.7502 Epoch 2/30... Discriminator Loss: 0.3793... Generator Loss: 2.1620 Epoch 2/30... Discriminator Loss: 0.1793... Generator Loss: 5.7702
Epoch 2/30... Discriminator Loss: 0.5387... Generator Loss: 9.4690 Epoch 2/30... Discriminator Loss: 0.8389... Generator Loss: 1.6331 Epoch 2/30... Discriminator Loss: 0.9036... Generator Loss: 2.7487 Epoch 2/30... Discriminator Loss: 0.9914... Generator Loss: 0.8129 Epoch 2/30... Discriminator Loss: 0.5373... Generator Loss: 2.3498 Epoch 2/30... Discriminator Loss: 0.7313... Generator Loss: 1.2547 Epoch 2/30... Discriminator Loss: 0.2768... Generator Loss: 5.6272 Epoch 2/30... Discriminator Loss: 0.5512... Generator Loss: 4.3796 Epoch 2/30... Discriminator Loss: 1.9732... Generator Loss: 0.5116 Epoch 2/30... Discriminator Loss: 0.5791... Generator Loss: 2.0345
Epoch 2/30... Discriminator Loss: 0.8836... Generator Loss: 4.6705 Epoch 2/30... Discriminator Loss: 0.6059... Generator Loss: 3.9380 Epoch 2/30... Discriminator Loss: 0.7482... Generator Loss: 1.0661 Epoch 2/30... Discriminator Loss: 0.9918... Generator Loss: 0.9523 Epoch 2/30... Discriminator Loss: 0.4383... Generator Loss: 3.4625 Epoch 2/30... Discriminator Loss: 1.9978... Generator Loss: 1.8491 Epoch 2/30... Discriminator Loss: 0.6917... Generator Loss: 1.1289 Epoch 2/30... Discriminator Loss: 0.9851... Generator Loss: 7.1241 Epoch 2/30... Discriminator Loss: 0.1755... Generator Loss: 5.9722 Epoch 2/30... Discriminator Loss: 0.7526... Generator Loss: 1.3519
Epoch 2/30... Discriminator Loss: 0.2612... Generator Loss: 5.7859 Epoch 2/30... Discriminator Loss: 0.2185... Generator Loss: 6.8046 Epoch 2/30... Discriminator Loss: 0.3799... Generator Loss: 2.9215 Epoch 2/30... Discriminator Loss: 0.2474... Generator Loss: 7.5689 Epoch 2/30... Discriminator Loss: 1.1007... Generator Loss: 8.7719 Epoch 2/30... Discriminator Loss: 0.4328... Generator Loss: 3.4723 Epoch 2/30... Discriminator Loss: 0.2594... Generator Loss: 5.6827 Epoch 2/30... Discriminator Loss: 0.2877... Generator Loss: 4.7146 Epoch 2/30... Discriminator Loss: 0.6672... Generator Loss: 10.4665 Epoch 2/30... Discriminator Loss: 0.7440... Generator Loss: 1.2367
Epoch 2/30... Discriminator Loss: 2.8749... Generator Loss: 5.6197 Epoch 2/30... Discriminator Loss: 0.4262... Generator Loss: 3.6106 Epoch 2/30... Discriminator Loss: 0.3000... Generator Loss: 3.7060 Epoch 2/30... Discriminator Loss: 0.4669... Generator Loss: 3.0109 Epoch 2/30... Discriminator Loss: 0.3238... Generator Loss: 3.3145 Epoch 2/30... Discriminator Loss: 0.4176... Generator Loss: 2.0029 Epoch 2/30... Discriminator Loss: 0.3313... Generator Loss: 4.4195 Epoch 2/30... Discriminator Loss: 0.2341... Generator Loss: 3.9433 Epoch 2/30... Discriminator Loss: 1.0107... Generator Loss: 0.8985 Epoch 2/30... Discriminator Loss: 0.4095... Generator Loss: 3.9979
Epoch 2/30... Discriminator Loss: 0.2483... Generator Loss: 3.9516 Epoch 2/30... Discriminator Loss: 0.5603... Generator Loss: 1.6998 Epoch 2/30... Discriminator Loss: 1.6538... Generator Loss: 0.3932 Epoch 2/30... Discriminator Loss: 0.3898... Generator Loss: 2.9368 Epoch 2/30... Discriminator Loss: 1.2093... Generator Loss: 0.5619 Epoch 2/30... Discriminator Loss: 0.8795... Generator Loss: 1.3322 Epoch 2/30... Discriminator Loss: 0.4120... Generator Loss: 6.0038 Epoch 2/30... Discriminator Loss: 0.5597... Generator Loss: 1.8129 Epoch 2/30... Discriminator Loss: 0.5127... Generator Loss: 8.0475 Epoch 2/30... Discriminator Loss: 0.2468... Generator Loss: 3.3500
Epoch 2/30... Discriminator Loss: 0.8517... Generator Loss: 0.8425 Epoch 2/30... Discriminator Loss: 0.2506... Generator Loss: 3.8457 Epoch 2/30... Discriminator Loss: 0.8704... Generator Loss: 2.9344 Epoch 2/30... Discriminator Loss: 0.1794... Generator Loss: 10.3065 Epoch 2/30... Discriminator Loss: 0.1847... Generator Loss: 4.8703 Epoch 2/30... Discriminator Loss: 0.6553... Generator Loss: 1.6673 Epoch 2/30... Discriminator Loss: 0.5370... Generator Loss: 2.7079 Epoch 2/30... Discriminator Loss: 0.2330... Generator Loss: 4.1553 Epoch 2/30... Discriminator Loss: 0.3245... Generator Loss: 3.7652 Epoch 2/30... Discriminator Loss: 0.2900... Generator Loss: 3.6982
Epoch 2/30... Discriminator Loss: 2.9956... Generator Loss: 0.2102 Epoch 2/30... Discriminator Loss: 0.2266... Generator Loss: 6.6445 Epoch 2/30... Discriminator Loss: 0.6597... Generator Loss: 1.6588 Epoch 2/30... Discriminator Loss: 0.4267... Generator Loss: 5.7360 Epoch 2/30... Discriminator Loss: 0.3648... Generator Loss: 4.5303 Epoch 2/30... Discriminator Loss: 0.3426... Generator Loss: 4.3607 Epoch 2/30... Discriminator Loss: 0.2104... Generator Loss: 4.3828 Epoch 2/30... Discriminator Loss: 0.6905... Generator Loss: 2.0082 Epoch 2/30... Discriminator Loss: 0.5172... Generator Loss: 1.9775 Epoch 2/30... Discriminator Loss: 0.3482... Generator Loss: 2.1613
Epoch 2/30... Discriminator Loss: 0.3426... Generator Loss: 3.2225 Epoch 2/30... Discriminator Loss: 0.9693... Generator Loss: 7.1481 Epoch 2/30... Discriminator Loss: 0.4919... Generator Loss: 3.0437 Epoch 2/30... Discriminator Loss: 0.2207... Generator Loss: 3.3851 Epoch 2/30... Discriminator Loss: 0.7751... Generator Loss: 2.1948 Epoch 2/30... Discriminator Loss: 1.4154... Generator Loss: 0.5704 Epoch 2/30... Discriminator Loss: 1.4337... Generator Loss: 0.6048 Epoch 2/30... Discriminator Loss: 0.3543... Generator Loss: 10.0231 Epoch 2/30... Discriminator Loss: 0.5125... Generator Loss: 8.9169 Epoch 2/30... Discriminator Loss: 0.2185... Generator Loss: 6.6228
Epoch 2/30... Discriminator Loss: 0.2319... Generator Loss: 7.1568 Epoch 2/30... Discriminator Loss: 1.2106... Generator Loss: 0.7843 Epoch 2/30... Discriminator Loss: 0.1944... Generator Loss: 5.3773 Epoch 2/30... Discriminator Loss: 0.2583... Generator Loss: 6.6580 Epoch 2/30... Discriminator Loss: 0.6603... Generator Loss: 1.7940 Epoch 2/30... Discriminator Loss: 0.3141... Generator Loss: 5.2399 epoch_i 2 Epoch 3/30... Discriminator Loss: 0.7471... Generator Loss: 1.0643 Epoch 3/30... Discriminator Loss: 0.2154... Generator Loss: 4.8914 Epoch 3/30... Discriminator Loss: 0.3505... Generator Loss: 2.4952 Epoch 3/30... Discriminator Loss: 0.2962... Generator Loss: 4.0117
Epoch 3/30... Discriminator Loss: 0.1948... Generator Loss: 5.3305 Epoch 3/30... Discriminator Loss: 0.5289... Generator Loss: 2.8972 Epoch 3/30... Discriminator Loss: 0.4592... Generator Loss: 3.9397 Epoch 3/30... Discriminator Loss: 0.3394... Generator Loss: 4.3839 Epoch 3/30... Discriminator Loss: 0.1264... Generator Loss: 9.1071 Epoch 3/30... Discriminator Loss: 0.4138... Generator Loss: 2.7653 Epoch 3/30... Discriminator Loss: 1.2862... Generator Loss: 7.6156 Epoch 3/30... Discriminator Loss: 0.4495... Generator Loss: 2.5889 Epoch 3/30... Discriminator Loss: 0.3867... Generator Loss: 3.5825 Epoch 3/30... Discriminator Loss: 0.2635... Generator Loss: 5.6232
Epoch 3/30... Discriminator Loss: 0.1771... Generator Loss: 4.9848 Epoch 3/30... Discriminator Loss: 0.2747... Generator Loss: 3.8358 Epoch 3/30... Discriminator Loss: 0.5802... Generator Loss: 1.9401 Epoch 3/30... Discriminator Loss: 0.4767... Generator Loss: 15.2401 Epoch 3/30... Discriminator Loss: 0.4024... Generator Loss: 2.6382 Epoch 3/30... Discriminator Loss: 0.3857... Generator Loss: 4.3315 Epoch 3/30... Discriminator Loss: 0.1938... Generator Loss: 11.0994 Epoch 3/30... Discriminator Loss: 1.7871... Generator Loss: 2.8766 Epoch 3/30... Discriminator Loss: 0.2134... Generator Loss: 7.6462 Epoch 3/30... Discriminator Loss: 1.0565... Generator Loss: 1.5600
Epoch 3/30... Discriminator Loss: 0.2430... Generator Loss: 11.1276 Epoch 3/30... Discriminator Loss: 0.1209... Generator Loss: 10.9713 Epoch 3/30... Discriminator Loss: 0.2471... Generator Loss: 6.5814 Epoch 3/30... Discriminator Loss: 0.2609... Generator Loss: 4.7955 Epoch 3/30... Discriminator Loss: 0.2465... Generator Loss: 8.6790 Epoch 3/30... Discriminator Loss: 0.6045... Generator Loss: 1.5253 Epoch 3/30... Discriminator Loss: 0.6959... Generator Loss: 1.5866 Epoch 3/30... Discriminator Loss: 0.3215... Generator Loss: 6.9509 Epoch 3/30... Discriminator Loss: 0.4281... Generator Loss: 10.3909 Epoch 3/30... Discriminator Loss: 0.1755... Generator Loss: 7.0620
Epoch 3/30... Discriminator Loss: 0.3537... Generator Loss: 3.4436 Epoch 3/30... Discriminator Loss: 0.5874... Generator Loss: 7.8622 Epoch 3/30... Discriminator Loss: 0.1897... Generator Loss: 7.9985 Epoch 3/30... Discriminator Loss: 0.2843... Generator Loss: 7.2010 Epoch 3/30... Discriminator Loss: 0.1631... Generator Loss: 8.0775 Epoch 3/30... Discriminator Loss: 0.1818... Generator Loss: 6.2939 Epoch 3/30... Discriminator Loss: 0.2548... Generator Loss: 10.7703 Epoch 3/30... Discriminator Loss: 0.2149... Generator Loss: 7.6269 Epoch 3/30... Discriminator Loss: 0.4174... Generator Loss: 3.9975 Epoch 3/30... Discriminator Loss: 0.8229... Generator Loss: 4.1146
Epoch 3/30... Discriminator Loss: 0.1455... Generator Loss: 12.5171 Epoch 3/30... Discriminator Loss: 0.2005... Generator Loss: 12.2792 Epoch 3/30... Discriminator Loss: 0.3672... Generator Loss: 5.3905 Epoch 3/30... Discriminator Loss: 0.2082... Generator Loss: 5.5392 Epoch 3/30... Discriminator Loss: 1.3968... Generator Loss: 5.6064 Epoch 3/30... Discriminator Loss: 0.4560... Generator Loss: 2.0815 Epoch 3/30... Discriminator Loss: 1.2415... Generator Loss: 0.8423 Epoch 3/30... Discriminator Loss: 2.1974... Generator Loss: 0.4099 Epoch 3/30... Discriminator Loss: 1.7617... Generator Loss: 7.7902 Epoch 3/30... Discriminator Loss: 0.1627... Generator Loss: 6.1718
Epoch 3/30... Discriminator Loss: 0.7622... Generator Loss: 1.6463 Epoch 3/30... Discriminator Loss: 0.2170... Generator Loss: 10.6995 Epoch 3/30... Discriminator Loss: 0.2629... Generator Loss: 12.0623 Epoch 3/30... Discriminator Loss: 0.2511... Generator Loss: 5.0285 Epoch 3/30... Discriminator Loss: 0.4400... Generator Loss: 2.8513 Epoch 3/30... Discriminator Loss: 0.7821... Generator Loss: 1.2946 Epoch 3/30... Discriminator Loss: 0.4332... Generator Loss: 2.4113 Epoch 3/30... Discriminator Loss: 1.3099... Generator Loss: 0.8765 Epoch 3/30... Discriminator Loss: 0.3622... Generator Loss: 3.5287 Epoch 3/30... Discriminator Loss: 0.3252... Generator Loss: 3.1563
Epoch 3/30... Discriminator Loss: 0.4216... Generator Loss: 6.3660 Epoch 3/30... Discriminator Loss: 0.2679... Generator Loss: 6.2889 Epoch 3/30... Discriminator Loss: 0.2392... Generator Loss: 12.9761 Epoch 3/30... Discriminator Loss: 0.1155... Generator Loss: 10.1630 Epoch 3/30... Discriminator Loss: 0.6972... Generator Loss: 5.0222 Epoch 3/30... Discriminator Loss: 0.7213... Generator Loss: 1.2086 Epoch 3/30... Discriminator Loss: 0.8248... Generator Loss: 5.7197 Epoch 3/30... Discriminator Loss: 1.5735... Generator Loss: 7.5443 Epoch 3/30... Discriminator Loss: 0.1492... Generator Loss: 11.7909 Epoch 3/30... Discriminator Loss: 0.2063... Generator Loss: 4.8586
Epoch 3/30... Discriminator Loss: 0.3404... Generator Loss: 3.3288 Epoch 3/30... Discriminator Loss: 0.0830... Generator Loss: 11.3348 Epoch 3/30... Discriminator Loss: 0.3123... Generator Loss: 4.0354 Epoch 3/30... Discriminator Loss: 1.0691... Generator Loss: 1.0816 Epoch 3/30... Discriminator Loss: 1.6516... Generator Loss: 0.9965 Epoch 3/30... Discriminator Loss: 0.2935... Generator Loss: 3.2563 Epoch 3/30... Discriminator Loss: 0.1970... Generator Loss: 10.0554 Epoch 3/30... Discriminator Loss: 0.2775... Generator Loss: 6.0973 Epoch 3/30... Discriminator Loss: 0.6817... Generator Loss: 1.4458 Epoch 3/30... Discriminator Loss: 3.9172... Generator Loss: 4.1896
Epoch 3/30... Discriminator Loss: 0.3385... Generator Loss: 4.0503 Epoch 3/30... Discriminator Loss: 0.2640... Generator Loss: 3.9362 Epoch 3/30... Discriminator Loss: 0.4594... Generator Loss: 2.6973 Epoch 3/30... Discriminator Loss: 0.2103... Generator Loss: 4.8315 Epoch 3/30... Discriminator Loss: 0.6937... Generator Loss: 1.5141 Epoch 3/30... Discriminator Loss: 0.6529... Generator Loss: 3.3066 Epoch 3/30... Discriminator Loss: 0.2485... Generator Loss: 4.2863 Epoch 3/30... Discriminator Loss: 0.4580... Generator Loss: 8.1318 Epoch 3/30... Discriminator Loss: 0.2414... Generator Loss: 3.2803 Epoch 3/30... Discriminator Loss: 0.2249... Generator Loss: 11.5120
Epoch 3/30... Discriminator Loss: 0.1875... Generator Loss: 3.9140 Epoch 3/30... Discriminator Loss: 1.4088... Generator Loss: 0.6751 Epoch 3/30... Discriminator Loss: 1.2402... Generator Loss: 0.7161 Epoch 3/30... Discriminator Loss: 0.5708... Generator Loss: 1.7073 Epoch 3/30... Discriminator Loss: 0.2982... Generator Loss: 2.6372 Epoch 3/30... Discriminator Loss: 0.1097... Generator Loss: 4.6402 Epoch 3/30... Discriminator Loss: 1.0342... Generator Loss: 1.1988 Epoch 3/30... Discriminator Loss: 1.3081... Generator Loss: 0.5615 Epoch 3/30... Discriminator Loss: 0.3159... Generator Loss: 7.9361 Epoch 3/30... Discriminator Loss: 0.3290... Generator Loss: 8.4310
Epoch 3/30... Discriminator Loss: 0.1433... Generator Loss: 8.0531 Epoch 3/30... Discriminator Loss: 0.9806... Generator Loss: 1.6374 Epoch 3/30... Discriminator Loss: 0.4516... Generator Loss: 3.0560 Epoch 3/30... Discriminator Loss: 0.1034... Generator Loss: 9.5965 Epoch 3/30... Discriminator Loss: 0.1782... Generator Loss: 4.6213 Epoch 3/30... Discriminator Loss: 2.9493... Generator Loss: 6.5546 Epoch 3/30... Discriminator Loss: 0.9028... Generator Loss: 11.4829 Epoch 3/30... Discriminator Loss: 0.2416... Generator Loss: 10.8116 Epoch 3/30... Discriminator Loss: 0.4837... Generator Loss: 8.1740 Epoch 3/30... Discriminator Loss: 0.2772... Generator Loss: 2.5139
Epoch 3/30... Discriminator Loss: 1.1281... Generator Loss: 1.4350 Epoch 3/30... Discriminator Loss: 0.8220... Generator Loss: 2.2457 Epoch 3/30... Discriminator Loss: 0.5828... Generator Loss: 2.8926 Epoch 3/30... Discriminator Loss: 0.5087... Generator Loss: 1.7819 Epoch 3/30... Discriminator Loss: 0.2703... Generator Loss: 4.1724 Epoch 3/30... Discriminator Loss: 0.2848... Generator Loss: 6.3093 Epoch 3/30... Discriminator Loss: 0.2750... Generator Loss: 7.0465 Epoch 3/30... Discriminator Loss: 0.4241... Generator Loss: 8.3859 Epoch 3/30... Discriminator Loss: 0.3065... Generator Loss: 12.3775 Epoch 3/30... Discriminator Loss: 0.7075... Generator Loss: 3.4034
Epoch 3/30... Discriminator Loss: 0.1339... Generator Loss: 6.8803 Epoch 3/30... Discriminator Loss: 0.0791... Generator Loss: 8.0371 Epoch 3/30... Discriminator Loss: 0.1791... Generator Loss: 4.4129 Epoch 3/30... Discriminator Loss: 0.1155... Generator Loss: 6.5393 Epoch 3/30... Discriminator Loss: 1.0425... Generator Loss: 1.2233 Epoch 3/30... Discriminator Loss: 0.2067... Generator Loss: 5.9019 Epoch 3/30... Discriminator Loss: 0.2056... Generator Loss: 9.0827 Epoch 3/30... Discriminator Loss: 0.1778... Generator Loss: 6.9257 Epoch 3/30... Discriminator Loss: 0.2877... Generator Loss: 5.6300 Epoch 3/30... Discriminator Loss: 0.3340... Generator Loss: 4.0256
Epoch 3/30... Discriminator Loss: 2.3894... Generator Loss: 0.4237 Epoch 3/30... Discriminator Loss: 0.7223... Generator Loss: 1.1082 Epoch 3/30... Discriminator Loss: 0.6704... Generator Loss: 1.4066 Epoch 3/30... Discriminator Loss: 0.2080... Generator Loss: 5.7666 Epoch 3/30... Discriminator Loss: 0.8883... Generator Loss: 1.9036 Epoch 3/30... Discriminator Loss: 1.2752... Generator Loss: 0.5569 Epoch 3/30... Discriminator Loss: 0.2685... Generator Loss: 3.4121 Epoch 3/30... Discriminator Loss: 0.1716... Generator Loss: 5.6331 Epoch 3/30... Discriminator Loss: 0.2773... Generator Loss: 4.9250 Epoch 3/30... Discriminator Loss: 1.6140... Generator Loss: 3.3418
Epoch 3/30... Discriminator Loss: 0.1844... Generator Loss: 7.8773 Epoch 3/30... Discriminator Loss: 0.8676... Generator Loss: 5.6583 Epoch 3/30... Discriminator Loss: 1.0261... Generator Loss: 0.7540 Epoch 3/30... Discriminator Loss: 0.2961... Generator Loss: 3.4420 Epoch 3/30... Discriminator Loss: 0.4652... Generator Loss: 1.8749 Epoch 3/30... Discriminator Loss: 0.1623... Generator Loss: 5.2521 Epoch 3/30... Discriminator Loss: 0.4155... Generator Loss: 3.3088 Epoch 3/30... Discriminator Loss: 0.2537... Generator Loss: 9.8278 Epoch 3/30... Discriminator Loss: 0.3372... Generator Loss: 8.7211 Epoch 3/30... Discriminator Loss: 1.8471... Generator Loss: 0.5056
Epoch 3/30... Discriminator Loss: 0.9108... Generator Loss: 1.3059 Epoch 3/30... Discriminator Loss: 0.2031... Generator Loss: 6.2622 Epoch 3/30... Discriminator Loss: 0.4694... Generator Loss: 1.9618 Epoch 3/30... Discriminator Loss: 0.9653... Generator Loss: 0.8885 epoch_i 3 Epoch 4/30... Discriminator Loss: 1.2637... Generator Loss: 0.6523 Epoch 4/30... Discriminator Loss: 0.1973... Generator Loss: 5.2208 Epoch 4/30... Discriminator Loss: 1.8437... Generator Loss: 9.0674 Epoch 4/30... Discriminator Loss: 0.3009... Generator Loss: 4.6162 Epoch 4/30... Discriminator Loss: 0.3995... Generator Loss: 4.4162 Epoch 4/30... Discriminator Loss: 0.9302... Generator Loss: 0.9992
Epoch 4/30... Discriminator Loss: 0.5179... Generator Loss: 8.9154 Epoch 4/30... Discriminator Loss: 0.2833... Generator Loss: 8.9365 Epoch 4/30... Discriminator Loss: 0.3482... Generator Loss: 3.7564 Epoch 4/30... Discriminator Loss: 0.1956... Generator Loss: 4.7157 Epoch 4/30... Discriminator Loss: 0.2361... Generator Loss: 5.4182 Epoch 4/30... Discriminator Loss: 0.4907... Generator Loss: 1.7753 Epoch 4/30... Discriminator Loss: 0.5623... Generator Loss: 2.3233 Epoch 4/30... Discriminator Loss: 1.3997... Generator Loss: 0.5190 Epoch 4/30... Discriminator Loss: 1.1706... Generator Loss: 1.3061 Epoch 4/30... Discriminator Loss: 0.3743... Generator Loss: 4.9950
Epoch 4/30... Discriminator Loss: 0.8590... Generator Loss: 4.0835 Epoch 4/30... Discriminator Loss: 0.5456... Generator Loss: 3.0507 Epoch 4/30... Discriminator Loss: 0.2639... Generator Loss: 3.8253 Epoch 4/30... Discriminator Loss: 0.6949... Generator Loss: 1.4254 Epoch 4/30... Discriminator Loss: 0.7770... Generator Loss: 1.7003 Epoch 4/30... Discriminator Loss: 0.6403... Generator Loss: 4.7066 Epoch 4/30... Discriminator Loss: 0.4020... Generator Loss: 3.3132 Epoch 4/30... Discriminator Loss: 0.2593... Generator Loss: 2.5331 Epoch 4/30... Discriminator Loss: 4.0649... Generator Loss: 3.4345 Epoch 4/30... Discriminator Loss: 0.4358... Generator Loss: 2.5290
Epoch 4/30... Discriminator Loss: 0.4589... Generator Loss: 3.9939 Epoch 4/30... Discriminator Loss: 0.2151... Generator Loss: 5.6780 Epoch 4/30... Discriminator Loss: 1.5859... Generator Loss: 0.6441 Epoch 4/30... Discriminator Loss: 2.8430... Generator Loss: 2.1628 Epoch 4/30... Discriminator Loss: 1.7318... Generator Loss: 0.3558 Epoch 4/30... Discriminator Loss: 0.3924... Generator Loss: 3.2994 Epoch 4/30... Discriminator Loss: 0.2288... Generator Loss: 5.0691 Epoch 4/30... Discriminator Loss: 0.3753... Generator Loss: 2.9637 Epoch 4/30... Discriminator Loss: 1.0490... Generator Loss: 0.9783 Epoch 4/30... Discriminator Loss: 0.5135... Generator Loss: 2.6934
Epoch 4/30... Discriminator Loss: 0.2219... Generator Loss: 10.3148 Epoch 4/30... Discriminator Loss: 0.2509... Generator Loss: 4.3154 Epoch 4/30... Discriminator Loss: 0.4813... Generator Loss: 2.3077 Epoch 4/30... Discriminator Loss: 0.4290... Generator Loss: 1.9109 Epoch 4/30... Discriminator Loss: 0.3171... Generator Loss: 3.9419 Epoch 4/30... Discriminator Loss: 0.1973... Generator Loss: 3.5944 Epoch 4/30... Discriminator Loss: 1.2116... Generator Loss: 0.8442 Epoch 4/30... Discriminator Loss: 2.5362... Generator Loss: 2.7660 Epoch 4/30... Discriminator Loss: 0.6442... Generator Loss: 5.4985 Epoch 4/30... Discriminator Loss: 0.3110... Generator Loss: 3.8227
Epoch 4/30... Discriminator Loss: 0.2896... Generator Loss: 3.3019 Epoch 4/30... Discriminator Loss: 0.8311... Generator Loss: 1.5942 Epoch 4/30... Discriminator Loss: 1.6470... Generator Loss: 0.6698 Epoch 4/30... Discriminator Loss: 0.7069... Generator Loss: 1.1133 Epoch 4/30... Discriminator Loss: 0.6713... Generator Loss: 1.2537 Epoch 4/30... Discriminator Loss: 0.6523... Generator Loss: 4.5223 Epoch 4/30... Discriminator Loss: 0.2739... Generator Loss: 3.2416 Epoch 4/30... Discriminator Loss: 0.4838... Generator Loss: 1.6977 Epoch 4/30... Discriminator Loss: 0.2666... Generator Loss: 2.6317 Epoch 4/30... Discriminator Loss: 0.6110... Generator Loss: 3.0777
Epoch 4/30... Discriminator Loss: 0.1554... Generator Loss: 4.9735 Epoch 4/30... Discriminator Loss: 0.5318... Generator Loss: 1.9636 Epoch 4/30... Discriminator Loss: 0.5142... Generator Loss: 1.4318 Epoch 4/30... Discriminator Loss: 0.6316... Generator Loss: 3.0004 Epoch 4/30... Discriminator Loss: 0.2884... Generator Loss: 4.3642 Epoch 4/30... Discriminator Loss: 0.8725... Generator Loss: 3.2855 Epoch 4/30... Discriminator Loss: 0.5853... Generator Loss: 5.4040 Epoch 4/30... Discriminator Loss: 0.2118... Generator Loss: 5.6462 Epoch 4/30... Discriminator Loss: 0.2347... Generator Loss: 3.1126 Epoch 4/30... Discriminator Loss: 0.5487... Generator Loss: 1.7358
Epoch 4/30... Discriminator Loss: 0.5669... Generator Loss: 4.0666 Epoch 4/30... Discriminator Loss: 0.7272... Generator Loss: 1.3902 Epoch 4/30... Discriminator Loss: 0.2081... Generator Loss: 3.9318 Epoch 4/30... Discriminator Loss: 0.2584... Generator Loss: 3.2659 Epoch 4/30... Discriminator Loss: 0.7589... Generator Loss: 2.2991 Epoch 4/30... Discriminator Loss: 0.2284... Generator Loss: 4.6193 Epoch 4/30... Discriminator Loss: 1.1534... Generator Loss: 1.4025 Epoch 4/30... Discriminator Loss: 0.1754... Generator Loss: 5.2510 Epoch 4/30... Discriminator Loss: 0.8106... Generator Loss: 0.9335 Epoch 4/30... Discriminator Loss: 0.6071... Generator Loss: 3.1155
Epoch 4/30... Discriminator Loss: 0.3269... Generator Loss: 4.1660 Epoch 4/30... Discriminator Loss: 0.4964... Generator Loss: 4.7230 Epoch 4/30... Discriminator Loss: 0.3453... Generator Loss: 3.8736 Epoch 4/30... Discriminator Loss: 1.0760... Generator Loss: 2.5270 Epoch 4/30... Discriminator Loss: 0.5339... Generator Loss: 1.6926 Epoch 4/30... Discriminator Loss: 0.7895... Generator Loss: 1.4790 Epoch 4/30... Discriminator Loss: 0.4025... Generator Loss: 3.7655 Epoch 4/30... Discriminator Loss: 3.1106... Generator Loss: 1.8909 Epoch 4/30... Discriminator Loss: 1.2398... Generator Loss: 3.5551 Epoch 4/30... Discriminator Loss: 2.0189... Generator Loss: 0.3797
Epoch 4/30... Discriminator Loss: 0.2381... Generator Loss: 3.8628 Epoch 4/30... Discriminator Loss: 0.2987... Generator Loss: 2.8659 Epoch 4/30... Discriminator Loss: 0.3705... Generator Loss: 3.8169 Epoch 4/30... Discriminator Loss: 0.4638... Generator Loss: 1.8223 Epoch 4/30... Discriminator Loss: 0.8580... Generator Loss: 1.2947 Epoch 4/30... Discriminator Loss: 0.2738... Generator Loss: 3.8664 Epoch 4/30... Discriminator Loss: 0.7810... Generator Loss: 1.0954 Epoch 4/30... Discriminator Loss: 0.8927... Generator Loss: 0.8619 Epoch 4/30... Discriminator Loss: 0.4028... Generator Loss: 4.6022 Epoch 4/30... Discriminator Loss: 1.2490... Generator Loss: 1.3176
Epoch 4/30... Discriminator Loss: 0.9363... Generator Loss: 0.8687 Epoch 4/30... Discriminator Loss: 0.6869... Generator Loss: 1.7408 Epoch 4/30... Discriminator Loss: 0.4697... Generator Loss: 3.0328 Epoch 4/30... Discriminator Loss: 0.6148... Generator Loss: 1.8205 Epoch 4/30... Discriminator Loss: 0.4685... Generator Loss: 1.5220 Epoch 4/30... Discriminator Loss: 0.9427... Generator Loss: 0.7304 Epoch 4/30... Discriminator Loss: 1.1219... Generator Loss: 2.7460 Epoch 4/30... Discriminator Loss: 2.3521... Generator Loss: 0.2700 Epoch 4/30... Discriminator Loss: 1.3853... Generator Loss: 0.4394 Epoch 4/30... Discriminator Loss: 0.3965... Generator Loss: 3.4442
Epoch 4/30... Discriminator Loss: 0.4355... Generator Loss: 3.9887 Epoch 4/30... Discriminator Loss: 1.0410... Generator Loss: 0.7020 Epoch 4/30... Discriminator Loss: 1.7326... Generator Loss: 0.2934 Epoch 4/30... Discriminator Loss: 0.3959... Generator Loss: 2.3417 Epoch 4/30... Discriminator Loss: 0.4332... Generator Loss: 2.2761 Epoch 4/30... Discriminator Loss: 0.4049... Generator Loss: 4.9568 Epoch 4/30... Discriminator Loss: 0.9023... Generator Loss: 2.0506 Epoch 4/30... Discriminator Loss: 0.4322... Generator Loss: 4.0941 Epoch 4/30... Discriminator Loss: 1.2832... Generator Loss: 0.7216 Epoch 4/30... Discriminator Loss: 0.7782... Generator Loss: 0.9859
Epoch 4/30... Discriminator Loss: 0.8047... Generator Loss: 1.1318 Epoch 4/30... Discriminator Loss: 0.5997... Generator Loss: 1.3180 Epoch 4/30... Discriminator Loss: 0.3447... Generator Loss: 2.3184 Epoch 4/30... Discriminator Loss: 1.9652... Generator Loss: 0.2629 Epoch 4/30... Discriminator Loss: 0.3599... Generator Loss: 3.0519 Epoch 4/30... Discriminator Loss: 0.5765... Generator Loss: 1.7377 Epoch 4/30... Discriminator Loss: 0.9321... Generator Loss: 3.0250 Epoch 4/30... Discriminator Loss: 0.3123... Generator Loss: 3.2826 Epoch 4/30... Discriminator Loss: 1.0920... Generator Loss: 0.6486 Epoch 4/30... Discriminator Loss: 1.4211... Generator Loss: 1.9552
Epoch 4/30... Discriminator Loss: 1.2932... Generator Loss: 0.6300 Epoch 4/30... Discriminator Loss: 0.5319... Generator Loss: 2.2986 Epoch 4/30... Discriminator Loss: 0.2856... Generator Loss: 2.9082 Epoch 4/30... Discriminator Loss: 0.4983... Generator Loss: 2.8334 Epoch 4/30... Discriminator Loss: 0.9905... Generator Loss: 0.7675 Epoch 4/30... Discriminator Loss: 0.4669... Generator Loss: 2.5510 Epoch 4/30... Discriminator Loss: 0.4337... Generator Loss: 1.9813 Epoch 4/30... Discriminator Loss: 0.7648... Generator Loss: 1.9851 Epoch 4/30... Discriminator Loss: 0.2376... Generator Loss: 5.5286 Epoch 4/30... Discriminator Loss: 2.1049... Generator Loss: 1.6396
Epoch 4/30... Discriminator Loss: 0.7173... Generator Loss: 3.1701 Epoch 4/30... Discriminator Loss: 0.4322... Generator Loss: 2.1585 Epoch 4/30... Discriminator Loss: 0.6478... Generator Loss: 7.0240 Epoch 4/30... Discriminator Loss: 1.2725... Generator Loss: 1.4580 Epoch 4/30... Discriminator Loss: 0.6462... Generator Loss: 1.3985 Epoch 4/30... Discriminator Loss: 1.0747... Generator Loss: 0.9123 Epoch 4/30... Discriminator Loss: 0.5504... Generator Loss: 2.0205 Epoch 4/30... Discriminator Loss: 0.5753... Generator Loss: 1.3019 Epoch 4/30... Discriminator Loss: 0.5640... Generator Loss: 1.8161 Epoch 4/30... Discriminator Loss: 1.4389... Generator Loss: 0.4321
Epoch 4/30... Discriminator Loss: 1.5947... Generator Loss: 0.3482 Epoch 4/30... Discriminator Loss: 1.1315... Generator Loss: 2.9161 Epoch 4/30... Discriminator Loss: 0.9977... Generator Loss: 0.7454 Epoch 4/30... Discriminator Loss: 0.6433... Generator Loss: 2.6083 Epoch 4/30... Discriminator Loss: 0.3502... Generator Loss: 2.3961 Epoch 4/30... Discriminator Loss: 1.0413... Generator Loss: 5.1831 Epoch 4/30... Discriminator Loss: 0.8264... Generator Loss: 1.4101 Epoch 4/30... Discriminator Loss: 1.2905... Generator Loss: 1.6670 Epoch 4/30... Discriminator Loss: 1.0270... Generator Loss: 3.1591 Epoch 4/30... Discriminator Loss: 0.7256... Generator Loss: 1.5321
Epoch 4/30... Discriminator Loss: 0.2895... Generator Loss: 3.3700 Epoch 4/30... Discriminator Loss: 0.6969... Generator Loss: 2.3230 epoch_i 4 Epoch 5/30... Discriminator Loss: 2.0229... Generator Loss: 4.4109 Epoch 5/30... Discriminator Loss: 1.1437... Generator Loss: 2.0068 Epoch 5/30... Discriminator Loss: 0.7630... Generator Loss: 3.7840 Epoch 5/30... Discriminator Loss: 0.4433... Generator Loss: 1.7566 Epoch 5/30... Discriminator Loss: 0.8175... Generator Loss: 1.2808 Epoch 5/30... Discriminator Loss: 1.1720... Generator Loss: 0.9671 Epoch 5/30... Discriminator Loss: 0.7527... Generator Loss: 0.9307 Epoch 5/30... Discriminator Loss: 0.5144... Generator Loss: 1.8984
Epoch 5/30... Discriminator Loss: 0.9535... Generator Loss: 2.1220 Epoch 5/30... Discriminator Loss: 0.8715... Generator Loss: 2.5767 Epoch 5/30... Discriminator Loss: 1.2598... Generator Loss: 2.6034 Epoch 5/30... Discriminator Loss: 1.3136... Generator Loss: 0.5259 Epoch 5/30... Discriminator Loss: 0.8253... Generator Loss: 1.2702 Epoch 5/30... Discriminator Loss: 1.3313... Generator Loss: 0.6310 Epoch 5/30... Discriminator Loss: 0.5965... Generator Loss: 1.7715 Epoch 5/30... Discriminator Loss: 0.8967... Generator Loss: 1.0928 Epoch 5/30... Discriminator Loss: 0.2844... Generator Loss: 4.1281 Epoch 5/30... Discriminator Loss: 0.3488... Generator Loss: 2.8361
Epoch 5/30... Discriminator Loss: 0.7383... Generator Loss: 5.0318 Epoch 5/30... Discriminator Loss: 0.7508... Generator Loss: 1.6848 Epoch 5/30... Discriminator Loss: 0.9919... Generator Loss: 1.5132 Epoch 5/30... Discriminator Loss: 1.0029... Generator Loss: 1.1431 Epoch 5/30... Discriminator Loss: 0.4566... Generator Loss: 2.5828 Epoch 5/30... Discriminator Loss: 0.7175... Generator Loss: 1.6882 Epoch 5/30... Discriminator Loss: 0.3991... Generator Loss: 1.8373 Epoch 5/30... Discriminator Loss: 0.2686... Generator Loss: 2.7970 Epoch 5/30... Discriminator Loss: 0.7267... Generator Loss: 1.7139 Epoch 5/30... Discriminator Loss: 1.4517... Generator Loss: 5.1516
Epoch 5/30... Discriminator Loss: 1.6372... Generator Loss: 2.4957 Epoch 5/30... Discriminator Loss: 0.7211... Generator Loss: 1.6541 Epoch 5/30... Discriminator Loss: 0.6918... Generator Loss: 1.2251 Epoch 5/30... Discriminator Loss: 1.0286... Generator Loss: 1.8360 Epoch 5/30... Discriminator Loss: 1.0505... Generator Loss: 1.8435 Epoch 5/30... Discriminator Loss: 0.9297... Generator Loss: 0.8105 Epoch 5/30... Discriminator Loss: 1.4494... Generator Loss: 0.6780 Epoch 5/30... Discriminator Loss: 0.7381... Generator Loss: 1.4127 Epoch 5/30... Discriminator Loss: 0.7083... Generator Loss: 1.1806 Epoch 5/30... Discriminator Loss: 0.4641... Generator Loss: 1.9603
Epoch 5/30... Discriminator Loss: 0.3424... Generator Loss: 2.4589 Epoch 5/30... Discriminator Loss: 0.9127... Generator Loss: 1.9984 Epoch 5/30... Discriminator Loss: 0.5839... Generator Loss: 3.1485 Epoch 5/30... Discriminator Loss: 1.3791... Generator Loss: 0.6252 Epoch 5/30... Discriminator Loss: 0.3613... Generator Loss: 4.4885 Epoch 5/30... Discriminator Loss: 0.4010... Generator Loss: 2.4341 Epoch 5/30... Discriminator Loss: 0.8431... Generator Loss: 1.6127 Epoch 5/30... Discriminator Loss: 0.4273... Generator Loss: 1.9408 Epoch 5/30... Discriminator Loss: 1.6486... Generator Loss: 0.5798 Epoch 5/30... Discriminator Loss: 0.8441... Generator Loss: 2.7168
Epoch 5/30... Discriminator Loss: 0.4869... Generator Loss: 2.4520 Epoch 5/30... Discriminator Loss: 1.2227... Generator Loss: 0.7532 Epoch 5/30... Discriminator Loss: 0.7294... Generator Loss: 1.4646 Epoch 5/30... Discriminator Loss: 0.4469... Generator Loss: 2.4289 Epoch 5/30... Discriminator Loss: 0.4503... Generator Loss: 1.7469 Epoch 5/30... Discriminator Loss: 0.4365... Generator Loss: 2.1385 Epoch 5/30... Discriminator Loss: 0.9073... Generator Loss: 3.4541 Epoch 5/30... Discriminator Loss: 0.6273... Generator Loss: 1.4742 Epoch 5/30... Discriminator Loss: 0.3359... Generator Loss: 3.1309 Epoch 5/30... Discriminator Loss: 0.5595... Generator Loss: 3.2848
Epoch 5/30... Discriminator Loss: 0.1755... Generator Loss: 3.4552 Epoch 5/30... Discriminator Loss: 0.6177... Generator Loss: 1.8390 Epoch 5/30... Discriminator Loss: 0.4564... Generator Loss: 1.9331 Epoch 5/30... Discriminator Loss: 0.5980... Generator Loss: 3.6889 Epoch 5/30... Discriminator Loss: 1.1809... Generator Loss: 3.9178 Epoch 5/30... Discriminator Loss: 1.7003... Generator Loss: 1.1697 Epoch 5/30... Discriminator Loss: 1.1373... Generator Loss: 0.9257 Epoch 5/30... Discriminator Loss: 0.8055... Generator Loss: 1.2043 Epoch 5/30... Discriminator Loss: 0.5951... Generator Loss: 1.5410 Epoch 5/30... Discriminator Loss: 0.5129... Generator Loss: 1.8345
Epoch 5/30... Discriminator Loss: 1.8419... Generator Loss: 0.2939 Epoch 5/30... Discriminator Loss: 0.6676... Generator Loss: 1.5758 Epoch 5/30... Discriminator Loss: 1.2327... Generator Loss: 1.2206 Epoch 5/30... Discriminator Loss: 1.1095... Generator Loss: 1.4475 Epoch 5/30... Discriminator Loss: 1.5383... Generator Loss: 4.0898 Epoch 5/30... Discriminator Loss: 1.0788... Generator Loss: 1.0707 Epoch 5/30... Discriminator Loss: 1.4033... Generator Loss: 0.7646 Epoch 5/30... Discriminator Loss: 0.5436... Generator Loss: 2.0018 Epoch 5/30... Discriminator Loss: 1.9423... Generator Loss: 2.1241 Epoch 5/30... Discriminator Loss: 0.7404... Generator Loss: 2.2280
Epoch 5/30... Discriminator Loss: 1.6404... Generator Loss: 0.4528 Epoch 5/30... Discriminator Loss: 0.6622... Generator Loss: 1.2569 Epoch 5/30... Discriminator Loss: 0.6784... Generator Loss: 1.2618 Epoch 5/30... Discriminator Loss: 0.9562... Generator Loss: 1.2200 Epoch 5/30... Discriminator Loss: 0.7682... Generator Loss: 1.7172 Epoch 5/30... Discriminator Loss: 1.3142... Generator Loss: 2.2451 Epoch 5/30... Discriminator Loss: 1.2060... Generator Loss: 0.6618 Epoch 5/30... Discriminator Loss: 1.0344... Generator Loss: 1.5128 Epoch 5/30... Discriminator Loss: 1.0334... Generator Loss: 0.9119 Epoch 5/30... Discriminator Loss: 0.6549... Generator Loss: 1.6157
Epoch 5/30... Discriminator Loss: 0.6771... Generator Loss: 1.2781 Epoch 5/30... Discriminator Loss: 0.7903... Generator Loss: 0.9780 Epoch 5/30... Discriminator Loss: 0.8048... Generator Loss: 1.3452 Epoch 5/30... Discriminator Loss: 0.9333... Generator Loss: 0.7416 Epoch 5/30... Discriminator Loss: 0.3677... Generator Loss: 2.6586 Epoch 5/30... Discriminator Loss: 1.0904... Generator Loss: 0.8474 Epoch 5/30... Discriminator Loss: 0.3198... Generator Loss: 2.4407 Epoch 5/30... Discriminator Loss: 1.4757... Generator Loss: 0.4550 Epoch 5/30... Discriminator Loss: 3.7682... Generator Loss: 2.3142 Epoch 5/30... Discriminator Loss: 1.6028... Generator Loss: 0.3861
Epoch 5/30... Discriminator Loss: 0.9809... Generator Loss: 1.0553 Epoch 5/30... Discriminator Loss: 1.3542... Generator Loss: 0.5592 Epoch 5/30... Discriminator Loss: 1.0116... Generator Loss: 1.0477 Epoch 5/30... Discriminator Loss: 1.3959... Generator Loss: 0.5880 Epoch 5/30... Discriminator Loss: 1.2264... Generator Loss: 0.8567 Epoch 5/30... Discriminator Loss: 1.2461... Generator Loss: 0.7463 Epoch 5/30... Discriminator Loss: 1.3455... Generator Loss: 1.0723 Epoch 5/30... Discriminator Loss: 1.0150... Generator Loss: 0.8931 Epoch 5/30... Discriminator Loss: 1.0904... Generator Loss: 0.8180 Epoch 5/30... Discriminator Loss: 0.9598... Generator Loss: 1.1795
Epoch 5/30... Discriminator Loss: 1.0370... Generator Loss: 0.9033 Epoch 5/30... Discriminator Loss: 1.1494... Generator Loss: 0.6373 Epoch 5/30... Discriminator Loss: 1.2772... Generator Loss: 0.7863 Epoch 5/30... Discriminator Loss: 1.0406... Generator Loss: 0.7715 Epoch 5/30... Discriminator Loss: 1.1830... Generator Loss: 0.8910 Epoch 5/30... Discriminator Loss: 1.0430... Generator Loss: 0.8331 Epoch 5/30... Discriminator Loss: 1.1276... Generator Loss: 0.6870 Epoch 5/30... Discriminator Loss: 1.2228... Generator Loss: 0.9057 Epoch 5/30... Discriminator Loss: 1.1191... Generator Loss: 0.5606 Epoch 5/30... Discriminator Loss: 1.0006... Generator Loss: 1.1088
Epoch 5/30... Discriminator Loss: 0.8614... Generator Loss: 0.9862 Epoch 5/30... Discriminator Loss: 1.0454... Generator Loss: 1.1096 Epoch 5/30... Discriminator Loss: 1.2715... Generator Loss: 0.6175 Epoch 5/30... Discriminator Loss: 0.8091... Generator Loss: 1.4798 Epoch 5/30... Discriminator Loss: 1.1660... Generator Loss: 0.6294 Epoch 5/30... Discriminator Loss: 0.8866... Generator Loss: 1.2427 Epoch 5/30... Discriminator Loss: 1.0387... Generator Loss: 1.5603 Epoch 5/30... Discriminator Loss: 0.8561... Generator Loss: 1.2912 Epoch 5/30... Discriminator Loss: 1.0193... Generator Loss: 0.9707 Epoch 5/30... Discriminator Loss: 0.9822... Generator Loss: 0.8725
Epoch 5/30... Discriminator Loss: 1.0370... Generator Loss: 0.9670 Epoch 5/30... Discriminator Loss: 2.0279... Generator Loss: 2.3961 Epoch 5/30... Discriminator Loss: 1.0888... Generator Loss: 1.0499 Epoch 5/30... Discriminator Loss: 0.9403... Generator Loss: 0.9369 Epoch 5/30... Discriminator Loss: 0.8595... Generator Loss: 0.8722 Epoch 5/30... Discriminator Loss: 1.3094... Generator Loss: 1.9107 Epoch 5/30... Discriminator Loss: 1.1093... Generator Loss: 1.0468 Epoch 5/30... Discriminator Loss: 0.9835... Generator Loss: 0.8431 Epoch 5/30... Discriminator Loss: 1.1775... Generator Loss: 0.9563 Epoch 5/30... Discriminator Loss: 0.8434... Generator Loss: 1.3566
Epoch 5/30... Discriminator Loss: 1.0825... Generator Loss: 1.1989 Epoch 5/30... Discriminator Loss: 1.2346... Generator Loss: 0.9656 Epoch 5/30... Discriminator Loss: 1.0291... Generator Loss: 1.1563 Epoch 5/30... Discriminator Loss: 0.8518... Generator Loss: 1.4723 Epoch 5/30... Discriminator Loss: 2.0402... Generator Loss: 1.6914 Epoch 5/30... Discriminator Loss: 1.0959... Generator Loss: 0.9350 Epoch 5/30... Discriminator Loss: 0.8845... Generator Loss: 1.0592 Epoch 5/30... Discriminator Loss: 0.8639... Generator Loss: 1.0000 Epoch 5/30... Discriminator Loss: 0.9022... Generator Loss: 1.1970 Epoch 5/30... Discriminator Loss: 1.1016... Generator Loss: 0.8929
Epoch 5/30... Discriminator Loss: 0.9600... Generator Loss: 1.4574 Epoch 5/30... Discriminator Loss: 0.7477... Generator Loss: 1.6840 Epoch 5/30... Discriminator Loss: 1.1760... Generator Loss: 0.9136 Epoch 5/30... Discriminator Loss: 0.7703... Generator Loss: 1.1071 Epoch 5/30... Discriminator Loss: 1.5487... Generator Loss: 1.9783 Epoch 5/30... Discriminator Loss: 1.3643... Generator Loss: 2.6865 Epoch 5/30... Discriminator Loss: 1.3364... Generator Loss: 0.6424 Epoch 5/30... Discriminator Loss: 1.2122... Generator Loss: 0.8137 Epoch 5/30... Discriminator Loss: 0.9216... Generator Loss: 1.4409 Epoch 5/30... Discriminator Loss: 1.1113... Generator Loss: 1.1414
Epoch 5/30... Discriminator Loss: 1.1968... Generator Loss: 1.0154 epoch_i 5 Epoch 6/30... Discriminator Loss: 0.9883... Generator Loss: 0.8845 Epoch 6/30... Discriminator Loss: 0.9075... Generator Loss: 1.1757 Epoch 6/30... Discriminator Loss: 1.0144... Generator Loss: 1.1125 Epoch 6/30... Discriminator Loss: 1.0988... Generator Loss: 0.6743 Epoch 6/30... Discriminator Loss: 1.1495... Generator Loss: 0.8228 Epoch 6/30... Discriminator Loss: 0.7729... Generator Loss: 1.1463 Epoch 6/30... Discriminator Loss: 0.8640... Generator Loss: 1.3023 Epoch 6/30... Discriminator Loss: 0.9126... Generator Loss: 0.9287 Epoch 6/30... Discriminator Loss: 0.9327... Generator Loss: 0.8823
Epoch 6/30... Discriminator Loss: 0.8720... Generator Loss: 2.2427 Epoch 6/30... Discriminator Loss: 1.3927... Generator Loss: 0.7003 Epoch 6/30... Discriminator Loss: 1.0825... Generator Loss: 1.2835 Epoch 6/30... Discriminator Loss: 0.9159... Generator Loss: 0.8548 Epoch 6/30... Discriminator Loss: 0.9697... Generator Loss: 1.3196 Epoch 6/30... Discriminator Loss: 1.2102... Generator Loss: 0.7880 Epoch 6/30... Discriminator Loss: 0.7951... Generator Loss: 1.1667 Epoch 6/30... Discriminator Loss: 1.2896... Generator Loss: 2.5165 Epoch 6/30... Discriminator Loss: 1.1040... Generator Loss: 1.0342 Epoch 6/30... Discriminator Loss: 0.9248... Generator Loss: 1.3741
Epoch 6/30... Discriminator Loss: 1.0049... Generator Loss: 0.9521 Epoch 6/30... Discriminator Loss: 1.0643... Generator Loss: 1.1909 Epoch 6/30... Discriminator Loss: 1.0095... Generator Loss: 1.0427 Epoch 6/30... Discriminator Loss: 0.9163... Generator Loss: 1.3963 Epoch 6/30... Discriminator Loss: 1.1313... Generator Loss: 0.9489 Epoch 6/30... Discriminator Loss: 0.9772... Generator Loss: 1.0500 Epoch 6/30... Discriminator Loss: 1.1538... Generator Loss: 0.6502 Epoch 6/30... Discriminator Loss: 0.9575... Generator Loss: 1.1528 Epoch 6/30... Discriminator Loss: 0.9513... Generator Loss: 1.1583 Epoch 6/30... Discriminator Loss: 1.2234... Generator Loss: 1.4350
Epoch 6/30... Discriminator Loss: 0.9605... Generator Loss: 1.1575 Epoch 6/30... Discriminator Loss: 1.1939... Generator Loss: 0.6875 Epoch 6/30... Discriminator Loss: 0.9735... Generator Loss: 1.2814 Epoch 6/30... Discriminator Loss: 1.3220... Generator Loss: 1.2173 Epoch 6/30... Discriminator Loss: 0.9653... Generator Loss: 1.3569 Epoch 6/30... Discriminator Loss: 1.0218... Generator Loss: 1.1123 Epoch 6/30... Discriminator Loss: 1.1429... Generator Loss: 0.7211 Epoch 6/30... Discriminator Loss: 1.3637... Generator Loss: 0.4357 Epoch 6/30... Discriminator Loss: 1.2960... Generator Loss: 0.4224 Epoch 6/30... Discriminator Loss: 1.1581... Generator Loss: 0.8864
Epoch 6/30... Discriminator Loss: 1.1883... Generator Loss: 0.8364 Epoch 6/30... Discriminator Loss: 1.0288... Generator Loss: 0.9033 Epoch 6/30... Discriminator Loss: 1.1106... Generator Loss: 0.8061 Epoch 6/30... Discriminator Loss: 1.1123... Generator Loss: 1.0019 Epoch 6/30... Discriminator Loss: 1.1635... Generator Loss: 0.9273 Epoch 6/30... Discriminator Loss: 1.0850... Generator Loss: 0.8002 Epoch 6/30... Discriminator Loss: 1.0330... Generator Loss: 0.9778 Epoch 6/30... Discriminator Loss: 0.8604... Generator Loss: 0.9207 Epoch 6/30... Discriminator Loss: 0.7697... Generator Loss: 1.1752 Epoch 6/30... Discriminator Loss: 1.0457... Generator Loss: 0.8778
Epoch 6/30... Discriminator Loss: 1.2401... Generator Loss: 0.5730 Epoch 6/30... Discriminator Loss: 0.7579... Generator Loss: 1.4218 Epoch 6/30... Discriminator Loss: 1.0650... Generator Loss: 1.2419 Epoch 6/30... Discriminator Loss: 1.0763... Generator Loss: 0.7571 Epoch 6/30... Discriminator Loss: 0.9178... Generator Loss: 1.0165 Epoch 6/30... Discriminator Loss: 1.0422... Generator Loss: 1.5011 Epoch 6/30... Discriminator Loss: 1.0268... Generator Loss: 0.7003 Epoch 6/30... Discriminator Loss: 1.0941... Generator Loss: 1.3356 Epoch 6/30... Discriminator Loss: 1.3150... Generator Loss: 0.5794 Epoch 6/30... Discriminator Loss: 0.5937... Generator Loss: 1.9700
Epoch 6/30... Discriminator Loss: 0.9338... Generator Loss: 1.5376 Epoch 6/30... Discriminator Loss: 0.9603... Generator Loss: 1.0501 Epoch 6/30... Discriminator Loss: 1.0915... Generator Loss: 0.8921 Epoch 6/30... Discriminator Loss: 1.0806... Generator Loss: 0.9128 Epoch 6/30... Discriminator Loss: 1.1317... Generator Loss: 0.9965 Epoch 6/30... Discriminator Loss: 1.9654... Generator Loss: 2.9807 Epoch 6/30... Discriminator Loss: 1.2692... Generator Loss: 1.0217 Epoch 6/30... Discriminator Loss: 1.2318... Generator Loss: 0.5761 Epoch 6/30... Discriminator Loss: 0.8758... Generator Loss: 1.1548 Epoch 6/30... Discriminator Loss: 0.9807... Generator Loss: 1.7330
Epoch 6/30... Discriminator Loss: 1.1103... Generator Loss: 0.9068 Epoch 6/30... Discriminator Loss: 1.0005... Generator Loss: 1.0090 Epoch 6/30... Discriminator Loss: 1.1477... Generator Loss: 0.9793 Epoch 6/30... Discriminator Loss: 1.0467... Generator Loss: 0.9506 Epoch 6/30... Discriminator Loss: 0.9396... Generator Loss: 1.3988 Epoch 6/30... Discriminator Loss: 1.0181... Generator Loss: 1.1740 Epoch 6/30... Discriminator Loss: 0.9807... Generator Loss: 1.3758 Epoch 6/30... Discriminator Loss: 0.7679... Generator Loss: 1.7718 Epoch 6/30... Discriminator Loss: 0.9159... Generator Loss: 1.3634 Epoch 6/30... Discriminator Loss: 0.8351... Generator Loss: 1.3172
Epoch 6/30... Discriminator Loss: 0.9970... Generator Loss: 0.8070 Epoch 6/30... Discriminator Loss: 1.1131... Generator Loss: 0.7559 Epoch 6/30... Discriminator Loss: 0.9564... Generator Loss: 1.3641 Epoch 6/30... Discriminator Loss: 1.1969... Generator Loss: 0.7657 Epoch 6/30... Discriminator Loss: 0.9375... Generator Loss: 1.0206 Epoch 6/30... Discriminator Loss: 0.9816... Generator Loss: 1.5706 Epoch 6/30... Discriminator Loss: 0.9842... Generator Loss: 1.1004 Epoch 6/30... Discriminator Loss: 0.9724... Generator Loss: 0.7772 Epoch 6/30... Discriminator Loss: 5.1921... Generator Loss: 4.8295 Epoch 6/30... Discriminator Loss: 1.2021... Generator Loss: 0.8777
Epoch 6/30... Discriminator Loss: 1.0359... Generator Loss: 0.7960 Epoch 6/30... Discriminator Loss: 1.2248... Generator Loss: 0.6592 Epoch 6/30... Discriminator Loss: 0.7987... Generator Loss: 1.3627 Epoch 6/30... Discriminator Loss: 0.9385... Generator Loss: 1.3037 Epoch 6/30... Discriminator Loss: 1.1101... Generator Loss: 0.7681 Epoch 6/30... Discriminator Loss: 0.9382... Generator Loss: 0.8987 Epoch 6/30... Discriminator Loss: 0.9849... Generator Loss: 0.9283 Epoch 6/30... Discriminator Loss: 0.7619... Generator Loss: 1.2874 Epoch 6/30... Discriminator Loss: 0.9275... Generator Loss: 1.2389 Epoch 6/30... Discriminator Loss: 1.9696... Generator Loss: 0.7514
Epoch 6/30... Discriminator Loss: 1.1093... Generator Loss: 0.7315 Epoch 6/30... Discriminator Loss: 0.8772... Generator Loss: 1.1768 Epoch 6/30... Discriminator Loss: 1.0524... Generator Loss: 0.9651 Epoch 6/30... Discriminator Loss: 1.1971... Generator Loss: 0.7356 Epoch 6/30... Discriminator Loss: 1.1780... Generator Loss: 0.5711 Epoch 6/30... Discriminator Loss: 1.0166... Generator Loss: 0.8692 Epoch 6/30... Discriminator Loss: 1.0690... Generator Loss: 0.6609 Epoch 6/30... Discriminator Loss: 1.0290... Generator Loss: 0.9029 Epoch 6/30... Discriminator Loss: 1.5960... Generator Loss: 0.5190 Epoch 6/30... Discriminator Loss: 1.1692... Generator Loss: 0.8020
Epoch 6/30... Discriminator Loss: 0.9068... Generator Loss: 1.3688 Epoch 6/30... Discriminator Loss: 0.9263... Generator Loss: 0.7725 Epoch 6/30... Discriminator Loss: 1.0201... Generator Loss: 1.1121 Epoch 6/30... Discriminator Loss: 1.0538... Generator Loss: 0.7910 Epoch 6/30... Discriminator Loss: 1.1572... Generator Loss: 0.6116 Epoch 6/30... Discriminator Loss: 1.0601... Generator Loss: 0.7092 Epoch 6/30... Discriminator Loss: 1.3236... Generator Loss: 1.1936 Epoch 6/30... Discriminator Loss: 1.0869... Generator Loss: 0.9115 Epoch 6/30... Discriminator Loss: 1.0506... Generator Loss: 1.2143 Epoch 6/30... Discriminator Loss: 1.0995... Generator Loss: 0.9487
Epoch 6/30... Discriminator Loss: 0.7785... Generator Loss: 1.3553 Epoch 6/30... Discriminator Loss: 1.7670... Generator Loss: 0.3304 Epoch 6/30... Discriminator Loss: 1.1803... Generator Loss: 1.0625 Epoch 6/30... Discriminator Loss: 1.0687... Generator Loss: 0.8073 Epoch 6/30... Discriminator Loss: 1.1292... Generator Loss: 0.7350 Epoch 6/30... Discriminator Loss: 0.9409... Generator Loss: 0.9861 Epoch 6/30... Discriminator Loss: 1.1767... Generator Loss: 1.1379 Epoch 6/30... Discriminator Loss: 1.0296... Generator Loss: 1.0718 Epoch 6/30... Discriminator Loss: 1.1092... Generator Loss: 0.7817 Epoch 6/30... Discriminator Loss: 0.9952... Generator Loss: 1.2037
Epoch 6/30... Discriminator Loss: 2.1811... Generator Loss: 0.1732 Epoch 6/30... Discriminator Loss: 1.3402... Generator Loss: 0.8698 Epoch 6/30... Discriminator Loss: 1.2594... Generator Loss: 0.7765 Epoch 6/30... Discriminator Loss: 1.1302... Generator Loss: 0.9996 Epoch 6/30... Discriminator Loss: 1.1569... Generator Loss: 0.6923 Epoch 6/30... Discriminator Loss: 1.0032... Generator Loss: 0.9399 Epoch 6/30... Discriminator Loss: 1.1059... Generator Loss: 0.9338 Epoch 6/30... Discriminator Loss: 1.0145... Generator Loss: 0.7540 Epoch 6/30... Discriminator Loss: 1.1913... Generator Loss: 0.6599 Epoch 6/30... Discriminator Loss: 1.1204... Generator Loss: 0.7388
Epoch 6/30... Discriminator Loss: 0.9361... Generator Loss: 1.1245 Epoch 6/30... Discriminator Loss: 1.2443... Generator Loss: 0.6261 Epoch 6/30... Discriminator Loss: 1.0520... Generator Loss: 0.9578 Epoch 6/30... Discriminator Loss: 1.4539... Generator Loss: 1.9180 Epoch 6/30... Discriminator Loss: 1.0661... Generator Loss: 0.9105 Epoch 6/30... Discriminator Loss: 1.2349... Generator Loss: 0.7266 Epoch 6/30... Discriminator Loss: 1.2204... Generator Loss: 0.5354 Epoch 6/30... Discriminator Loss: 0.8420... Generator Loss: 1.1468 Epoch 6/30... Discriminator Loss: 1.0233... Generator Loss: 0.9572 Epoch 6/30... Discriminator Loss: 1.5545... Generator Loss: 0.3794
Epoch 6/30... Discriminator Loss: 0.8210... Generator Loss: 0.9375 Epoch 6/30... Discriminator Loss: 1.0128... Generator Loss: 1.1248 Epoch 6/30... Discriminator Loss: 1.1838... Generator Loss: 1.0661 Epoch 6/30... Discriminator Loss: 1.0817... Generator Loss: 0.7709 Epoch 6/30... Discriminator Loss: 0.9449... Generator Loss: 1.3865 Epoch 6/30... Discriminator Loss: 1.0518... Generator Loss: 1.1721 Epoch 6/30... Discriminator Loss: 0.8538... Generator Loss: 1.3738 Epoch 6/30... Discriminator Loss: 1.0044... Generator Loss: 1.0908 Epoch 6/30... Discriminator Loss: 0.7719... Generator Loss: 1.7853 epoch_i 6 Epoch 7/30... Discriminator Loss: 1.5641... Generator Loss: 0.3401
Epoch 7/30... Discriminator Loss: 1.1657... Generator Loss: 1.7673 Epoch 7/30... Discriminator Loss: 1.2365... Generator Loss: 1.1094 Epoch 7/30... Discriminator Loss: 0.9628... Generator Loss: 1.2025 Epoch 7/30... Discriminator Loss: 1.2197... Generator Loss: 0.8636 Epoch 7/30... Discriminator Loss: 1.1301... Generator Loss: 1.2727 Epoch 7/30... Discriminator Loss: 1.1624... Generator Loss: 0.7520 Epoch 7/30... Discriminator Loss: 1.2588... Generator Loss: 0.6423 Epoch 7/30... Discriminator Loss: 1.1437... Generator Loss: 1.2090 Epoch 7/30... Discriminator Loss: 0.9312... Generator Loss: 1.1620 Epoch 7/30... Discriminator Loss: 1.1944... Generator Loss: 0.6543
Epoch 7/30... Discriminator Loss: 0.9603... Generator Loss: 0.7481 Epoch 7/30... Discriminator Loss: 1.0283... Generator Loss: 1.2996 Epoch 7/30... Discriminator Loss: 1.0794... Generator Loss: 0.7229 Epoch 7/30... Discriminator Loss: 1.5369... Generator Loss: 0.3613 Epoch 7/30... Discriminator Loss: 1.1734... Generator Loss: 0.9714 Epoch 7/30... Discriminator Loss: 1.1164... Generator Loss: 1.2415 Epoch 7/30... Discriminator Loss: 1.0815... Generator Loss: 0.6403 Epoch 7/30... Discriminator Loss: 0.9915... Generator Loss: 1.0341 Epoch 7/30... Discriminator Loss: 1.0532... Generator Loss: 0.8675 Epoch 7/30... Discriminator Loss: 0.9853... Generator Loss: 1.4352
Epoch 7/30... Discriminator Loss: 0.9872... Generator Loss: 0.8278 Epoch 7/30... Discriminator Loss: 1.1005... Generator Loss: 0.8411 Epoch 7/30... Discriminator Loss: 1.4226... Generator Loss: 0.4582 Epoch 7/30... Discriminator Loss: 1.0078... Generator Loss: 0.7046 Epoch 7/30... Discriminator Loss: 1.3689... Generator Loss: 0.4108 Epoch 7/30... Discriminator Loss: 1.1763... Generator Loss: 0.8634 Epoch 7/30... Discriminator Loss: 0.8891... Generator Loss: 1.4362 Epoch 7/30... Discriminator Loss: 1.6985... Generator Loss: 0.8455 Epoch 7/30... Discriminator Loss: 1.8406... Generator Loss: 0.4619 Epoch 7/30... Discriminator Loss: 0.9071... Generator Loss: 0.8487
Epoch 7/30... Discriminator Loss: 1.1845... Generator Loss: 0.8391 Epoch 7/30... Discriminator Loss: 1.0365... Generator Loss: 0.8788 Epoch 7/30... Discriminator Loss: 1.1277... Generator Loss: 0.8800 Epoch 7/30... Discriminator Loss: 1.6026... Generator Loss: 0.3052 Epoch 7/30... Discriminator Loss: 1.2642... Generator Loss: 1.3489 Epoch 7/30... Discriminator Loss: 1.1146... Generator Loss: 0.6747 Epoch 7/30... Discriminator Loss: 1.1326... Generator Loss: 1.3289 Epoch 7/30... Discriminator Loss: 1.1915... Generator Loss: 1.6843 Epoch 7/30... Discriminator Loss: 1.2448... Generator Loss: 0.8112 Epoch 7/30... Discriminator Loss: 1.1043... Generator Loss: 0.7439
Epoch 7/30... Discriminator Loss: 0.9939... Generator Loss: 0.8516 Epoch 7/30... Discriminator Loss: 1.2205... Generator Loss: 1.2394 Epoch 7/30... Discriminator Loss: 1.1882... Generator Loss: 0.6081 Epoch 7/30... Discriminator Loss: 1.5796... Generator Loss: 1.2217 Epoch 7/30... Discriminator Loss: 1.2897... Generator Loss: 0.9369 Epoch 7/30... Discriminator Loss: 1.2290... Generator Loss: 0.6711 Epoch 7/30... Discriminator Loss: 1.7159... Generator Loss: 0.4493 Epoch 7/30... Discriminator Loss: 0.9734... Generator Loss: 0.8865 Epoch 7/30... Discriminator Loss: 1.2907... Generator Loss: 0.7085 Epoch 7/30... Discriminator Loss: 1.1703... Generator Loss: 0.7077
Epoch 7/30... Discriminator Loss: 0.8350... Generator Loss: 0.9212 Epoch 7/30... Discriminator Loss: 0.9076... Generator Loss: 1.2721 Epoch 7/30... Discriminator Loss: 0.7890... Generator Loss: 1.3130 Epoch 7/30... Discriminator Loss: 1.1431... Generator Loss: 0.6203 Epoch 7/30... Discriminator Loss: 1.3621... Generator Loss: 0.4832 Epoch 7/30... Discriminator Loss: 1.1767... Generator Loss: 1.6661 Epoch 7/30... Discriminator Loss: 0.8770... Generator Loss: 0.8509 Epoch 7/30... Discriminator Loss: 1.1349... Generator Loss: 0.6795 Epoch 7/30... Discriminator Loss: 1.0082... Generator Loss: 1.1660 Epoch 7/30... Discriminator Loss: 0.6717... Generator Loss: 1.7007
Epoch 7/30... Discriminator Loss: 0.9773... Generator Loss: 0.5878 Epoch 7/30... Discriminator Loss: 1.8286... Generator Loss: 0.3724 Epoch 7/30... Discriminator Loss: 1.3612... Generator Loss: 0.8936 Epoch 7/30... Discriminator Loss: 1.2863... Generator Loss: 1.2338 Epoch 7/30... Discriminator Loss: 1.0881... Generator Loss: 1.0810 Epoch 7/30... Discriminator Loss: 1.2880... Generator Loss: 0.7476 Epoch 7/30... Discriminator Loss: 1.5440... Generator Loss: 0.6102 Epoch 7/30... Discriminator Loss: 0.7976... Generator Loss: 1.3144 Epoch 7/30... Discriminator Loss: 1.0381... Generator Loss: 1.0803 Epoch 7/30... Discriminator Loss: 1.3727... Generator Loss: 0.4270
Epoch 7/30... Discriminator Loss: 1.2302... Generator Loss: 0.5120 Epoch 7/30... Discriminator Loss: 1.0739... Generator Loss: 1.1034 Epoch 7/30... Discriminator Loss: 1.0714... Generator Loss: 1.0717 Epoch 7/30... Discriminator Loss: 0.9112... Generator Loss: 0.9189 Epoch 7/30... Discriminator Loss: 0.9971... Generator Loss: 1.1479 Epoch 7/30... Discriminator Loss: 1.1965... Generator Loss: 0.7710 Epoch 7/30... Discriminator Loss: 0.7897... Generator Loss: 0.9439 Epoch 7/30... Discriminator Loss: 1.0161... Generator Loss: 1.6669 Epoch 7/30... Discriminator Loss: 1.1009... Generator Loss: 0.6682 Epoch 7/30... Discriminator Loss: 1.2136... Generator Loss: 0.9867
Epoch 7/30... Discriminator Loss: 1.1131... Generator Loss: 1.2233 Epoch 7/30... Discriminator Loss: 0.8860... Generator Loss: 1.0093 Epoch 7/30... Discriminator Loss: 1.1110... Generator Loss: 1.0222 Epoch 7/30... Discriminator Loss: 0.9904... Generator Loss: 1.0515 Epoch 7/30... Discriminator Loss: 1.2711... Generator Loss: 1.0932 Epoch 7/30... Discriminator Loss: 1.0845... Generator Loss: 0.7771 Epoch 7/30... Discriminator Loss: 1.2099... Generator Loss: 0.8275 Epoch 7/30... Discriminator Loss: 1.1749... Generator Loss: 0.8651 Epoch 7/30... Discriminator Loss: 1.1261... Generator Loss: 0.9835 Epoch 7/30... Discriminator Loss: 1.2610... Generator Loss: 0.9738
Epoch 7/30... Discriminator Loss: 1.0596... Generator Loss: 0.8208 Epoch 7/30... Discriminator Loss: 1.2168... Generator Loss: 0.6684 Epoch 7/30... Discriminator Loss: 1.8175... Generator Loss: 0.4434 Epoch 7/30... Discriminator Loss: 1.1712... Generator Loss: 0.8210 Epoch 7/30... Discriminator Loss: 1.0227... Generator Loss: 0.9288 Epoch 7/30... Discriminator Loss: 1.0494... Generator Loss: 0.9434 Epoch 7/30... Discriminator Loss: 0.8952... Generator Loss: 1.1042 Epoch 7/30... Discriminator Loss: 1.1699... Generator Loss: 0.5392 Epoch 7/30... Discriminator Loss: 1.7907... Generator Loss: 0.2564 Epoch 7/30... Discriminator Loss: 1.2147... Generator Loss: 0.8399
Epoch 7/30... Discriminator Loss: 1.1075... Generator Loss: 1.3444 Epoch 7/30... Discriminator Loss: 1.3294... Generator Loss: 0.4573 Epoch 7/30... Discriminator Loss: 1.2430... Generator Loss: 0.5314 Epoch 7/30... Discriminator Loss: 1.3400... Generator Loss: 0.4465 Epoch 7/30... Discriminator Loss: 1.3633... Generator Loss: 0.5022 Epoch 7/30... Discriminator Loss: 0.4466... Generator Loss: 2.0040 Epoch 7/30... Discriminator Loss: 1.1395... Generator Loss: 0.5887 Epoch 7/30... Discriminator Loss: 0.7524... Generator Loss: 1.2715 Epoch 7/30... Discriminator Loss: 0.9791... Generator Loss: 2.5583 Epoch 7/30... Discriminator Loss: 0.7069... Generator Loss: 1.5419
Epoch 7/30... Discriminator Loss: 1.5071... Generator Loss: 3.4519 Epoch 7/30... Discriminator Loss: 1.6755... Generator Loss: 0.6611 Epoch 7/30... Discriminator Loss: 0.9890... Generator Loss: 1.1131 Epoch 7/30... Discriminator Loss: 1.0555... Generator Loss: 0.7317 Epoch 7/30... Discriminator Loss: 1.6295... Generator Loss: 1.3726 Epoch 7/30... Discriminator Loss: 1.1511... Generator Loss: 0.7356 Epoch 7/30... Discriminator Loss: 1.1262... Generator Loss: 1.4345 Epoch 7/30... Discriminator Loss: 1.2951... Generator Loss: 1.1147 Epoch 7/30... Discriminator Loss: 1.1053... Generator Loss: 1.1418 Epoch 7/30... Discriminator Loss: 1.1472... Generator Loss: 0.7629
Epoch 7/30... Discriminator Loss: 1.5273... Generator Loss: 0.3757 Epoch 7/30... Discriminator Loss: 1.1201... Generator Loss: 0.8668 Epoch 7/30... Discriminator Loss: 1.1591... Generator Loss: 1.1302 Epoch 7/30... Discriminator Loss: 1.2602... Generator Loss: 1.1165 Epoch 7/30... Discriminator Loss: 1.0817... Generator Loss: 0.9249 Epoch 7/30... Discriminator Loss: 0.7284... Generator Loss: 1.3627 Epoch 7/30... Discriminator Loss: 1.1460... Generator Loss: 0.6053 Epoch 7/30... Discriminator Loss: 1.1670... Generator Loss: 0.6364 Epoch 7/30... Discriminator Loss: 1.1565... Generator Loss: 0.7764 Epoch 7/30... Discriminator Loss: 0.7607... Generator Loss: 1.0981
Epoch 7/30... Discriminator Loss: 1.0018... Generator Loss: 0.9759 Epoch 7/30... Discriminator Loss: 0.9633... Generator Loss: 0.9861 Epoch 7/30... Discriminator Loss: 1.3990... Generator Loss: 0.3915 Epoch 7/30... Discriminator Loss: 0.8708... Generator Loss: 1.1736 Epoch 7/30... Discriminator Loss: 0.6558... Generator Loss: 1.1972 Epoch 7/30... Discriminator Loss: 1.3128... Generator Loss: 0.4598 Epoch 7/30... Discriminator Loss: 1.1536... Generator Loss: 1.7734 Epoch 7/30... Discriminator Loss: 1.0708... Generator Loss: 1.2529 Epoch 7/30... Discriminator Loss: 1.1074... Generator Loss: 1.1165 Epoch 7/30... Discriminator Loss: 1.2265... Generator Loss: 0.7179
Epoch 7/30... Discriminator Loss: 1.2637... Generator Loss: 0.6269 Epoch 7/30... Discriminator Loss: 0.9968... Generator Loss: 1.3882 Epoch 7/30... Discriminator Loss: 0.7398... Generator Loss: 2.1101 Epoch 7/30... Discriminator Loss: 1.0019... Generator Loss: 1.4063 Epoch 7/30... Discriminator Loss: 0.9743... Generator Loss: 1.2842 Epoch 7/30... Discriminator Loss: 1.2724... Generator Loss: 1.2494 Epoch 7/30... Discriminator Loss: 1.1586... Generator Loss: 0.5950 Epoch 7/30... Discriminator Loss: 1.1319... Generator Loss: 1.0933 Epoch 7/30... Discriminator Loss: 0.6899... Generator Loss: 1.2967 Epoch 7/30... Discriminator Loss: 1.0021... Generator Loss: 1.1782
Epoch 7/30... Discriminator Loss: 0.9114... Generator Loss: 1.5633 Epoch 7/30... Discriminator Loss: 1.4122... Generator Loss: 0.4580 Epoch 7/30... Discriminator Loss: 0.9707... Generator Loss: 1.0021 Epoch 7/30... Discriminator Loss: 0.9385... Generator Loss: 3.1912 Epoch 7/30... Discriminator Loss: 1.1275... Generator Loss: 1.8015 Epoch 7/30... Discriminator Loss: 1.1819... Generator Loss: 0.5340 Epoch 7/30... Discriminator Loss: 0.5782... Generator Loss: 1.4506 epoch_i 7 Epoch 8/30... Discriminator Loss: 1.3507... Generator Loss: 1.6515 Epoch 8/30... Discriminator Loss: 0.6533... Generator Loss: 1.5726 Epoch 8/30... Discriminator Loss: 0.4019... Generator Loss: 3.8301
Epoch 8/30... Discriminator Loss: 2.0795... Generator Loss: 0.2943 Epoch 8/30... Discriminator Loss: 0.9118... Generator Loss: 0.9429 Epoch 8/30... Discriminator Loss: 0.7019... Generator Loss: 1.8508 Epoch 8/30... Discriminator Loss: 0.6503... Generator Loss: 1.7578 Epoch 8/30... Discriminator Loss: 1.3081... Generator Loss: 0.4829 Epoch 8/30... Discriminator Loss: 0.6776... Generator Loss: 1.3735 Epoch 8/30... Discriminator Loss: 0.7105... Generator Loss: 1.2797 Epoch 8/30... Discriminator Loss: 0.6961... Generator Loss: 2.8465 Epoch 8/30... Discriminator Loss: 2.0698... Generator Loss: 0.2179 Epoch 8/30... Discriminator Loss: 0.8450... Generator Loss: 2.6059
Epoch 8/30... Discriminator Loss: 0.8304... Generator Loss: 0.8604 Epoch 8/30... Discriminator Loss: 0.7300... Generator Loss: 1.4508 Epoch 8/30... Discriminator Loss: 0.8463... Generator Loss: 1.1774 Epoch 8/30... Discriminator Loss: 0.7657... Generator Loss: 1.5713 Epoch 8/30... Discriminator Loss: 1.2130... Generator Loss: 0.6894 Epoch 8/30... Discriminator Loss: 0.8514... Generator Loss: 0.9566 Epoch 8/30... Discriminator Loss: 0.6870... Generator Loss: 1.7739 Epoch 8/30... Discriminator Loss: 0.7105... Generator Loss: 1.9812 Epoch 8/30... Discriminator Loss: 1.7100... Generator Loss: 1.1760 Epoch 8/30... Discriminator Loss: 1.2695... Generator Loss: 0.9684
Epoch 8/30... Discriminator Loss: 1.0417... Generator Loss: 0.9624 Epoch 8/30... Discriminator Loss: 1.0556... Generator Loss: 0.7426 Epoch 8/30... Discriminator Loss: 1.3012... Generator Loss: 0.5952 Epoch 8/30... Discriminator Loss: 1.2151... Generator Loss: 1.0739 Epoch 8/30... Discriminator Loss: 1.4140... Generator Loss: 0.7344 Epoch 8/30... Discriminator Loss: 1.1350... Generator Loss: 0.9329 Epoch 8/30... Discriminator Loss: 1.0845... Generator Loss: 0.8072 Epoch 8/30... Discriminator Loss: 1.1648... Generator Loss: 1.0792 Epoch 8/30... Discriminator Loss: 1.0569... Generator Loss: 0.9805 Epoch 8/30... Discriminator Loss: 1.0048... Generator Loss: 0.7747
Epoch 8/30... Discriminator Loss: 1.4136... Generator Loss: 1.2227 Epoch 8/30... Discriminator Loss: 1.3356... Generator Loss: 0.5106 Epoch 8/30... Discriminator Loss: 1.2320... Generator Loss: 0.6542 Epoch 8/30... Discriminator Loss: 1.2632... Generator Loss: 0.7664 Epoch 8/30... Discriminator Loss: 0.9584... Generator Loss: 0.9954 Epoch 8/30... Discriminator Loss: 1.2320... Generator Loss: 1.0170 Epoch 8/30... Discriminator Loss: 1.0908... Generator Loss: 0.9629 Epoch 8/30... Discriminator Loss: 1.1385... Generator Loss: 0.8046 Epoch 8/30... Discriminator Loss: 1.4536... Generator Loss: 0.4583 Epoch 8/30... Discriminator Loss: 1.2350... Generator Loss: 0.7872
Epoch 8/30... Discriminator Loss: 1.0626... Generator Loss: 1.0101 Epoch 8/30... Discriminator Loss: 1.1751... Generator Loss: 1.0565 Epoch 8/30... Discriminator Loss: 1.2466... Generator Loss: 0.5220 Epoch 8/30... Discriminator Loss: 1.6091... Generator Loss: 0.3477 Epoch 8/30... Discriminator Loss: 1.0723... Generator Loss: 0.9948 Epoch 8/30... Discriminator Loss: 1.4365... Generator Loss: 1.0704 Epoch 8/30... Discriminator Loss: 1.2351... Generator Loss: 0.9623 Epoch 8/30... Discriminator Loss: 1.1575... Generator Loss: 0.7169 Epoch 8/30... Discriminator Loss: 1.2504... Generator Loss: 0.5102 Epoch 8/30... Discriminator Loss: 1.2795... Generator Loss: 0.7160
Epoch 8/30... Discriminator Loss: 1.1659... Generator Loss: 1.0208 Epoch 8/30... Discriminator Loss: 1.1139... Generator Loss: 0.7632 Epoch 8/30... Discriminator Loss: 1.2957... Generator Loss: 0.6894 Epoch 8/30... Discriminator Loss: 1.3955... Generator Loss: 0.6186 Epoch 8/30... Discriminator Loss: 1.3813... Generator Loss: 0.4604 Epoch 8/30... Discriminator Loss: 1.7459... Generator Loss: 0.5681 Epoch 8/30... Discriminator Loss: 1.2495... Generator Loss: 1.4108 Epoch 8/30... Discriminator Loss: 1.1510... Generator Loss: 0.6636 Epoch 8/30... Discriminator Loss: 1.1680... Generator Loss: 1.0561 Epoch 8/30... Discriminator Loss: 1.4812... Generator Loss: 0.6396
Epoch 8/30... Discriminator Loss: 1.2645... Generator Loss: 0.6514 Epoch 8/30... Discriminator Loss: 1.3075... Generator Loss: 1.1053 Epoch 8/30... Discriminator Loss: 1.3764... Generator Loss: 1.3149 Epoch 8/30... Discriminator Loss: 1.0856... Generator Loss: 0.7887 Epoch 8/30... Discriminator Loss: 1.2112... Generator Loss: 0.8479 Epoch 8/30... Discriminator Loss: 1.2806... Generator Loss: 1.3335 Epoch 8/30... Discriminator Loss: 1.3455... Generator Loss: 0.6690 Epoch 8/30... Discriminator Loss: 1.1361... Generator Loss: 0.6189 Epoch 8/30... Discriminator Loss: 0.9882... Generator Loss: 0.9355 Epoch 8/30... Discriminator Loss: 1.5508... Generator Loss: 1.1402
Epoch 8/30... Discriminator Loss: 1.7184... Generator Loss: 0.6281 Epoch 8/30... Discriminator Loss: 1.2336... Generator Loss: 0.7985 Epoch 8/30... Discriminator Loss: 1.2321... Generator Loss: 0.8031 Epoch 8/30... Discriminator Loss: 1.2800... Generator Loss: 0.8109 Epoch 8/30... Discriminator Loss: 1.0828... Generator Loss: 1.0766 Epoch 8/30... Discriminator Loss: 1.4258... Generator Loss: 0.8015 Epoch 8/30... Discriminator Loss: 1.4399... Generator Loss: 0.7685 Epoch 8/30... Discriminator Loss: 1.3853... Generator Loss: 0.9338 Epoch 8/30... Discriminator Loss: 1.0001... Generator Loss: 0.9289 Epoch 8/30... Discriminator Loss: 1.3852... Generator Loss: 0.4946
Epoch 8/30... Discriminator Loss: 1.4639... Generator Loss: 1.0415 Epoch 8/30... Discriminator Loss: 1.2750... Generator Loss: 0.5221 Epoch 8/30... Discriminator Loss: 1.2702... Generator Loss: 0.5781 Epoch 8/30... Discriminator Loss: 1.0901... Generator Loss: 0.9453 Epoch 8/30... Discriminator Loss: 1.2589... Generator Loss: 1.0247 Epoch 8/30... Discriminator Loss: 1.1084... Generator Loss: 0.8959 Epoch 8/30... Discriminator Loss: 1.0123... Generator Loss: 1.3332 Epoch 8/30... Discriminator Loss: 1.3117... Generator Loss: 0.9892 Epoch 8/30... Discriminator Loss: 1.2659... Generator Loss: 0.6016 Epoch 8/30... Discriminator Loss: 1.1891... Generator Loss: 0.7959
Epoch 8/30... Discriminator Loss: 1.1823... Generator Loss: 0.6602 Epoch 8/30... Discriminator Loss: 1.0480... Generator Loss: 0.8957 Epoch 8/30... Discriminator Loss: 1.0423... Generator Loss: 1.4294 Epoch 8/30... Discriminator Loss: 1.4430... Generator Loss: 0.4683 Epoch 8/30... Discriminator Loss: 1.4319... Generator Loss: 0.6159 Epoch 8/30... Discriminator Loss: 1.0356... Generator Loss: 1.0318 Epoch 8/30... Discriminator Loss: 1.3568... Generator Loss: 0.6250 Epoch 8/30... Discriminator Loss: 1.2345... Generator Loss: 0.5093 Epoch 8/30... Discriminator Loss: 1.2579... Generator Loss: 0.6427 Epoch 8/30... Discriminator Loss: 1.1795... Generator Loss: 0.7184
Epoch 8/30... Discriminator Loss: 1.3414... Generator Loss: 0.5956 Epoch 8/30... Discriminator Loss: 1.4543... Generator Loss: 0.7901 Epoch 8/30... Discriminator Loss: 1.4544... Generator Loss: 0.4504 Epoch 8/30... Discriminator Loss: 1.5104... Generator Loss: 0.6530 Epoch 8/30... Discriminator Loss: 1.4460... Generator Loss: 1.2327 Epoch 8/30... Discriminator Loss: 1.3778... Generator Loss: 0.7820 Epoch 8/30... Discriminator Loss: 1.4692... Generator Loss: 0.6972 Epoch 8/30... Discriminator Loss: 1.1486... Generator Loss: 1.2264 Epoch 8/30... Discriminator Loss: 1.1683... Generator Loss: 1.5525 Epoch 8/30... Discriminator Loss: 1.0421... Generator Loss: 1.3695
Epoch 8/30... Discriminator Loss: 0.9011... Generator Loss: 1.1097 Epoch 8/30... Discriminator Loss: 1.1573... Generator Loss: 0.9686 Epoch 8/30... Discriminator Loss: 1.3100... Generator Loss: 1.4171 Epoch 8/30... Discriminator Loss: 1.2858... Generator Loss: 0.5150 Epoch 8/30... Discriminator Loss: 1.3306... Generator Loss: 0.5518 Epoch 8/30... Discriminator Loss: 1.2181... Generator Loss: 1.4149 Epoch 8/30... Discriminator Loss: 1.2063... Generator Loss: 0.8082 Epoch 8/30... Discriminator Loss: 1.0872... Generator Loss: 1.1178 Epoch 8/30... Discriminator Loss: 1.3578... Generator Loss: 1.0903 Epoch 8/30... Discriminator Loss: 1.4203... Generator Loss: 1.1049
Epoch 8/30... Discriminator Loss: 1.1812... Generator Loss: 1.7026 Epoch 8/30... Discriminator Loss: 1.3445... Generator Loss: 0.9317 Epoch 8/30... Discriminator Loss: 1.3491... Generator Loss: 0.6673 Epoch 8/30... Discriminator Loss: 1.1596... Generator Loss: 0.6960 Epoch 8/30... Discriminator Loss: 1.5680... Generator Loss: 0.4402 Epoch 8/30... Discriminator Loss: 1.3292... Generator Loss: 1.3236 Epoch 8/30... Discriminator Loss: 1.6638... Generator Loss: 0.5151 Epoch 8/30... Discriminator Loss: 1.2982... Generator Loss: 0.7576 Epoch 8/30... Discriminator Loss: 1.2148... Generator Loss: 0.9142 Epoch 8/30... Discriminator Loss: 1.2346... Generator Loss: 0.7022
Epoch 8/30... Discriminator Loss: 0.9174... Generator Loss: 0.9972 Epoch 8/30... Discriminator Loss: 1.2531... Generator Loss: 0.5626 Epoch 8/30... Discriminator Loss: 1.4560... Generator Loss: 0.4089 Epoch 8/30... Discriminator Loss: 1.3614... Generator Loss: 0.6273 Epoch 8/30... Discriminator Loss: 1.4555... Generator Loss: 0.4124 Epoch 8/30... Discriminator Loss: 1.0971... Generator Loss: 0.9732 Epoch 8/30... Discriminator Loss: 1.0643... Generator Loss: 0.8855 Epoch 8/30... Discriminator Loss: 1.3318... Generator Loss: 0.9002 Epoch 8/30... Discriminator Loss: 1.2684... Generator Loss: 0.9665 Epoch 8/30... Discriminator Loss: 1.2199... Generator Loss: 0.8483
Epoch 8/30... Discriminator Loss: 0.9274... Generator Loss: 0.7862 Epoch 8/30... Discriminator Loss: 1.0842... Generator Loss: 0.8744 Epoch 8/30... Discriminator Loss: 1.3084... Generator Loss: 0.4993 Epoch 8/30... Discriminator Loss: 1.3727... Generator Loss: 1.0010 Epoch 8/30... Discriminator Loss: 1.6223... Generator Loss: 0.3267 Epoch 8/30... Discriminator Loss: 1.4392... Generator Loss: 0.8857 Epoch 8/30... Discriminator Loss: 1.3818... Generator Loss: 0.4517 Epoch 8/30... Discriminator Loss: 0.8566... Generator Loss: 1.1380 Epoch 8/30... Discriminator Loss: 1.1769... Generator Loss: 0.7561 Epoch 8/30... Discriminator Loss: 1.6876... Generator Loss: 0.2908
Epoch 8/30... Discriminator Loss: 1.2016... Generator Loss: 0.8387 Epoch 8/30... Discriminator Loss: 1.0166... Generator Loss: 1.0998 Epoch 8/30... Discriminator Loss: 1.2512... Generator Loss: 0.6076 Epoch 8/30... Discriminator Loss: 1.1369... Generator Loss: 0.7775 Epoch 8/30... Discriminator Loss: 1.1635... Generator Loss: 1.0073 epoch_i 8 Epoch 9/30... Discriminator Loss: 1.1888... Generator Loss: 0.6327 Epoch 9/30... Discriminator Loss: 1.3624... Generator Loss: 1.1513 Epoch 9/30... Discriminator Loss: 1.3749... Generator Loss: 0.6066 Epoch 9/30... Discriminator Loss: 1.2996... Generator Loss: 0.7651 Epoch 9/30... Discriminator Loss: 1.2777... Generator Loss: 0.6134
Epoch 9/30... Discriminator Loss: 0.9631... Generator Loss: 0.8050 Epoch 9/30... Discriminator Loss: 1.6083... Generator Loss: 0.3470 Epoch 9/30... Discriminator Loss: 1.6002... Generator Loss: 0.7045 Epoch 9/30... Discriminator Loss: 1.2691... Generator Loss: 0.7395 Epoch 9/30... Discriminator Loss: 1.3978... Generator Loss: 0.5187 Epoch 9/30... Discriminator Loss: 1.4362... Generator Loss: 0.4293 Epoch 9/30... Discriminator Loss: 1.0980... Generator Loss: 0.8007 Epoch 9/30... Discriminator Loss: 1.1327... Generator Loss: 1.2995 Epoch 9/30... Discriminator Loss: 1.3041... Generator Loss: 0.5040 Epoch 9/30... Discriminator Loss: 1.0168... Generator Loss: 1.2451
Epoch 9/30... Discriminator Loss: 1.1556... Generator Loss: 0.8580 Epoch 9/30... Discriminator Loss: 1.3322... Generator Loss: 0.4607 Epoch 9/30... Discriminator Loss: 1.3039... Generator Loss: 0.6108 Epoch 9/30... Discriminator Loss: 1.2714... Generator Loss: 1.5799 Epoch 9/30... Discriminator Loss: 1.1069... Generator Loss: 0.7047 Epoch 9/30... Discriminator Loss: 1.3225... Generator Loss: 0.5308 Epoch 9/30... Discriminator Loss: 1.4367... Generator Loss: 0.3891 Epoch 9/30... Discriminator Loss: 1.3675... Generator Loss: 0.4804 Epoch 9/30... Discriminator Loss: 1.3993... Generator Loss: 0.6797 Epoch 9/30... Discriminator Loss: 1.1445... Generator Loss: 1.1148
Epoch 9/30... Discriminator Loss: 0.9203... Generator Loss: 1.4456 Epoch 9/30... Discriminator Loss: 1.4518... Generator Loss: 0.4096 Epoch 9/30... Discriminator Loss: 1.1467... Generator Loss: 1.0705 Epoch 9/30... Discriminator Loss: 1.2610... Generator Loss: 0.5721 Epoch 9/30... Discriminator Loss: 1.1910... Generator Loss: 0.7372 Epoch 9/30... Discriminator Loss: 1.3868... Generator Loss: 0.3987 Epoch 9/30... Discriminator Loss: 2.6233... Generator Loss: 1.4534 Epoch 9/30... Discriminator Loss: 1.4031... Generator Loss: 0.5863 Epoch 9/30... Discriminator Loss: 1.3151... Generator Loss: 0.5783 Epoch 9/30... Discriminator Loss: 1.1994... Generator Loss: 0.9578
Epoch 9/30... Discriminator Loss: 1.2987... Generator Loss: 0.6114 Epoch 9/30... Discriminator Loss: 1.1969... Generator Loss: 0.7510 Epoch 9/30... Discriminator Loss: 1.2850... Generator Loss: 0.9043 Epoch 9/30... Discriminator Loss: 1.6129... Generator Loss: 0.3803 Epoch 9/30... Discriminator Loss: 1.1847... Generator Loss: 0.9684 Epoch 9/30... Discriminator Loss: 1.1390... Generator Loss: 0.8989 Epoch 9/30... Discriminator Loss: 1.2151... Generator Loss: 0.6803 Epoch 9/30... Discriminator Loss: 1.2053... Generator Loss: 0.7959 Epoch 9/30... Discriminator Loss: 1.1233... Generator Loss: 0.8262 Epoch 9/30... Discriminator Loss: 1.2958... Generator Loss: 0.6858
Epoch 9/30... Discriminator Loss: 1.3149... Generator Loss: 0.7841 Epoch 9/30... Discriminator Loss: 1.1817... Generator Loss: 0.8455 Epoch 9/30... Discriminator Loss: 1.3382... Generator Loss: 0.6045 Epoch 9/30... Discriminator Loss: 1.2498... Generator Loss: 0.7796 Epoch 9/30... Discriminator Loss: 0.9575... Generator Loss: 0.8898 Epoch 9/30... Discriminator Loss: 1.1437... Generator Loss: 1.2825 Epoch 9/30... Discriminator Loss: 1.1830... Generator Loss: 0.6454 Epoch 9/30... Discriminator Loss: 1.2611... Generator Loss: 0.8750 Epoch 9/30... Discriminator Loss: 1.1683... Generator Loss: 0.7726 Epoch 9/30... Discriminator Loss: 1.1331... Generator Loss: 0.7274
Epoch 9/30... Discriminator Loss: 1.4761... Generator Loss: 1.0137 Epoch 9/30... Discriminator Loss: 1.8138... Generator Loss: 1.9941 Epoch 9/30... Discriminator Loss: 1.2473... Generator Loss: 0.9005 Epoch 9/30... Discriminator Loss: 1.2034... Generator Loss: 0.8912 Epoch 9/30... Discriminator Loss: 1.3418... Generator Loss: 0.6019 Epoch 9/30... Discriminator Loss: 1.2605... Generator Loss: 0.7312 Epoch 9/30... Discriminator Loss: 1.0661... Generator Loss: 0.7644 Epoch 9/30... Discriminator Loss: 1.0952... Generator Loss: 0.8715 Epoch 9/30... Discriminator Loss: 1.1474... Generator Loss: 0.7309 Epoch 9/30... Discriminator Loss: 1.1409... Generator Loss: 0.6290
Epoch 9/30... Discriminator Loss: 1.2258... Generator Loss: 0.9783 Epoch 9/30... Discriminator Loss: 1.1587... Generator Loss: 1.0545 Epoch 9/30... Discriminator Loss: 1.2569... Generator Loss: 0.5456 Epoch 9/30... Discriminator Loss: 1.0891... Generator Loss: 1.1111 Epoch 9/30... Discriminator Loss: 1.2389... Generator Loss: 0.7480 Epoch 9/30... Discriminator Loss: 1.2638... Generator Loss: 0.7445 Epoch 9/30... Discriminator Loss: 1.2472... Generator Loss: 0.6891 Epoch 9/30... Discriminator Loss: 1.4263... Generator Loss: 1.6374 Epoch 9/30... Discriminator Loss: 1.3658... Generator Loss: 0.7178 Epoch 9/30... Discriminator Loss: 1.2805... Generator Loss: 0.7123
Epoch 9/30... Discriminator Loss: 1.2119... Generator Loss: 0.8361 Epoch 9/30... Discriminator Loss: 1.3802... Generator Loss: 0.5115 Epoch 9/30... Discriminator Loss: 1.0436... Generator Loss: 1.0864 Epoch 9/30... Discriminator Loss: 1.8279... Generator Loss: 0.3038 Epoch 9/30... Discriminator Loss: 0.9558... Generator Loss: 1.4710 Epoch 9/30... Discriminator Loss: 1.3590... Generator Loss: 0.9081 Epoch 9/30... Discriminator Loss: 1.2132... Generator Loss: 0.8160 Epoch 9/30... Discriminator Loss: 2.0139... Generator Loss: 0.2286 Epoch 9/30... Discriminator Loss: 1.1001... Generator Loss: 1.1756 Epoch 9/30... Discriminator Loss: 1.4333... Generator Loss: 0.6380
Epoch 9/30... Discriminator Loss: 1.7214... Generator Loss: 0.4063 Epoch 9/30... Discriminator Loss: 1.0153... Generator Loss: 0.8118 Epoch 9/30... Discriminator Loss: 1.2469... Generator Loss: 0.9652 Epoch 9/30... Discriminator Loss: 1.2257... Generator Loss: 0.7440 Epoch 9/30... Discriminator Loss: 1.2872... Generator Loss: 0.6323 Epoch 9/30... Discriminator Loss: 1.3888... Generator Loss: 0.7966 Epoch 9/30... Discriminator Loss: 0.8275... Generator Loss: 1.3331 Epoch 9/30... Discriminator Loss: 1.4785... Generator Loss: 1.5896 Epoch 9/30... Discriminator Loss: 0.8979... Generator Loss: 0.9481 Epoch 9/30... Discriminator Loss: 1.3278... Generator Loss: 0.7005
Epoch 9/30... Discriminator Loss: 1.3248... Generator Loss: 0.9560 Epoch 9/30... Discriminator Loss: 1.8315... Generator Loss: 0.4045 Epoch 9/30... Discriminator Loss: 1.1547... Generator Loss: 0.6705 Epoch 9/30... Discriminator Loss: 1.5394... Generator Loss: 0.3792 Epoch 9/30... Discriminator Loss: 1.6137... Generator Loss: 0.4144 Epoch 9/30... Discriminator Loss: 1.8946... Generator Loss: 0.8532 Epoch 9/30... Discriminator Loss: 2.7143... Generator Loss: 0.3154 Epoch 9/30... Discriminator Loss: 1.2530... Generator Loss: 0.8202 Epoch 9/30... Discriminator Loss: 1.4093... Generator Loss: 0.6657 Epoch 9/30... Discriminator Loss: 1.0968... Generator Loss: 0.8581
Epoch 9/30... Discriminator Loss: 1.3990... Generator Loss: 0.5378 Epoch 9/30... Discriminator Loss: 1.3514... Generator Loss: 0.4506 Epoch 9/30... Discriminator Loss: 1.5853... Generator Loss: 0.6082 Epoch 9/30... Discriminator Loss: 1.2328... Generator Loss: 1.0746 Epoch 9/30... Discriminator Loss: 1.2543... Generator Loss: 0.8620 Epoch 9/30... Discriminator Loss: 1.2619... Generator Loss: 0.7699 Epoch 9/30... Discriminator Loss: 1.1065... Generator Loss: 1.1265 Epoch 9/30... Discriminator Loss: 1.2547... Generator Loss: 0.8910 Epoch 9/30... Discriminator Loss: 1.1927... Generator Loss: 0.7270 Epoch 9/30... Discriminator Loss: 1.6963... Generator Loss: 0.3473
Epoch 9/30... Discriminator Loss: 1.1672... Generator Loss: 0.6965 Epoch 9/30... Discriminator Loss: 1.2280... Generator Loss: 0.7381 Epoch 9/30... Discriminator Loss: 1.2666... Generator Loss: 0.6325 Epoch 9/30... Discriminator Loss: 1.3589... Generator Loss: 0.6666 Epoch 9/30... Discriminator Loss: 1.3586... Generator Loss: 0.7359 Epoch 9/30... Discriminator Loss: 1.5339... Generator Loss: 0.6234 Epoch 9/30... Discriminator Loss: 1.3802... Generator Loss: 0.4913 Epoch 9/30... Discriminator Loss: 1.1608... Generator Loss: 1.1102 Epoch 9/30... Discriminator Loss: 1.2974... Generator Loss: 0.5678 Epoch 9/30... Discriminator Loss: 1.2019... Generator Loss: 0.6287
Epoch 9/30... Discriminator Loss: 1.1873... Generator Loss: 0.7075 Epoch 9/30... Discriminator Loss: 1.3299... Generator Loss: 0.5968 Epoch 9/30... Discriminator Loss: 1.3620... Generator Loss: 0.6555 Epoch 9/30... Discriminator Loss: 1.3456... Generator Loss: 0.7342 Epoch 9/30... Discriminator Loss: 1.1345... Generator Loss: 1.0384 Epoch 9/30... Discriminator Loss: 1.2384... Generator Loss: 0.6829 Epoch 9/30... Discriminator Loss: 1.1483... Generator Loss: 0.5850 Epoch 9/30... Discriminator Loss: 1.2704... Generator Loss: 0.6785 Epoch 9/30... Discriminator Loss: 1.3590... Generator Loss: 0.5641 Epoch 9/30... Discriminator Loss: 1.3240... Generator Loss: 0.5037
Epoch 9/30... Discriminator Loss: 1.3211... Generator Loss: 0.8155 Epoch 9/30... Discriminator Loss: 1.6406... Generator Loss: 0.4395 Epoch 9/30... Discriminator Loss: 1.1269... Generator Loss: 1.2673 Epoch 9/30... Discriminator Loss: 1.4597... Generator Loss: 0.6802 Epoch 9/30... Discriminator Loss: 1.4470... Generator Loss: 0.5809 Epoch 9/30... Discriminator Loss: 1.2618... Generator Loss: 0.8837 Epoch 9/30... Discriminator Loss: 1.1687... Generator Loss: 0.7626 Epoch 9/30... Discriminator Loss: 1.1093... Generator Loss: 0.7992 Epoch 9/30... Discriminator Loss: 1.3791... Generator Loss: 0.5492 Epoch 9/30... Discriminator Loss: 1.4786... Generator Loss: 0.4556
Epoch 9/30... Discriminator Loss: 1.4150... Generator Loss: 0.4172 Epoch 9/30... Discriminator Loss: 1.4628... Generator Loss: 0.8271 Epoch 9/30... Discriminator Loss: 1.1434... Generator Loss: 0.6417 Epoch 9/30... Discriminator Loss: 1.2406... Generator Loss: 0.5161 Epoch 9/30... Discriminator Loss: 1.0558... Generator Loss: 0.7474 Epoch 9/30... Discriminator Loss: 1.6079... Generator Loss: 1.4079 Epoch 9/30... Discriminator Loss: 1.3981... Generator Loss: 0.5407 Epoch 9/30... Discriminator Loss: 1.2312... Generator Loss: 0.5905 Epoch 9/30... Discriminator Loss: 1.4678... Generator Loss: 0.7277 Epoch 9/30... Discriminator Loss: 1.2321... Generator Loss: 0.6132
Epoch 9/30... Discriminator Loss: 1.2688... Generator Loss: 0.8485 Epoch 9/30... Discriminator Loss: 1.2855... Generator Loss: 0.6225 Epoch 9/30... Discriminator Loss: 1.3881... Generator Loss: 0.4661 epoch_i 9 Epoch 10/30... Discriminator Loss: 1.0012... Generator Loss: 1.1184 Epoch 10/30... Discriminator Loss: 1.3017... Generator Loss: 0.5696 Epoch 10/30... Discriminator Loss: 1.2594... Generator Loss: 0.8036 Epoch 10/30... Discriminator Loss: 1.0994... Generator Loss: 0.7519 Epoch 10/30... Discriminator Loss: 1.3170... Generator Loss: 0.9613 Epoch 10/30... Discriminator Loss: 1.3285... Generator Loss: 0.6854 Epoch 10/30... Discriminator Loss: 1.3277... Generator Loss: 0.8087
Epoch 10/30... Discriminator Loss: 1.1244... Generator Loss: 0.8297 Epoch 10/30... Discriminator Loss: 1.1442... Generator Loss: 0.9916 Epoch 10/30... Discriminator Loss: 1.2389... Generator Loss: 0.6747 Epoch 10/30... Discriminator Loss: 1.1935... Generator Loss: 0.6308 Epoch 10/30... Discriminator Loss: 1.2721... Generator Loss: 0.7364 Epoch 10/30... Discriminator Loss: 1.3430... Generator Loss: 0.4114 Epoch 10/30... Discriminator Loss: 1.1558... Generator Loss: 0.7766 Epoch 10/30... Discriminator Loss: 1.2680... Generator Loss: 0.6614 Epoch 10/30... Discriminator Loss: 1.3888... Generator Loss: 0.5792 Epoch 10/30... Discriminator Loss: 1.0645... Generator Loss: 0.7797
Epoch 10/30... Discriminator Loss: 1.3542... Generator Loss: 0.7197 Epoch 10/30... Discriminator Loss: 1.2119... Generator Loss: 1.0216 Epoch 10/30... Discriminator Loss: 1.3097... Generator Loss: 0.7460 Epoch 10/30... Discriminator Loss: 1.3484... Generator Loss: 0.5988 Epoch 10/30... Discriminator Loss: 1.5834... Generator Loss: 1.5178 Epoch 10/30... Discriminator Loss: 1.2473... Generator Loss: 0.9299 Epoch 10/30... Discriminator Loss: 1.2696... Generator Loss: 0.7143 Epoch 10/30... Discriminator Loss: 1.3355... Generator Loss: 1.1259 Epoch 10/30... Discriminator Loss: 1.2137... Generator Loss: 0.9590 Epoch 10/30... Discriminator Loss: 1.4549... Generator Loss: 0.4207
Epoch 10/30... Discriminator Loss: 1.2623... Generator Loss: 0.5803 Epoch 10/30... Discriminator Loss: 2.0634... Generator Loss: 2.3540 Epoch 10/30... Discriminator Loss: 1.4153... Generator Loss: 0.5482 Epoch 10/30... Discriminator Loss: 1.2654... Generator Loss: 1.0055 Epoch 10/30... Discriminator Loss: 1.2859... Generator Loss: 0.5631 Epoch 10/30... Discriminator Loss: 1.3076... Generator Loss: 0.6231 Epoch 10/30... Discriminator Loss: 1.5541... Generator Loss: 0.4235 Epoch 10/30... Discriminator Loss: 1.2024... Generator Loss: 0.7188 Epoch 10/30... Discriminator Loss: 1.0421... Generator Loss: 0.8739 Epoch 10/30... Discriminator Loss: 1.3484... Generator Loss: 0.5578
Epoch 10/30... Discriminator Loss: 1.1121... Generator Loss: 1.2515 Epoch 10/30... Discriminator Loss: 1.2677... Generator Loss: 0.6144 Epoch 10/30... Discriminator Loss: 1.3482... Generator Loss: 0.4931 Epoch 10/30... Discriminator Loss: 1.3146... Generator Loss: 0.5915 Epoch 10/30... Discriminator Loss: 1.3894... Generator Loss: 0.9983 Epoch 10/30... Discriminator Loss: 1.4060... Generator Loss: 0.4844 Epoch 10/30... Discriminator Loss: 0.9043... Generator Loss: 1.4365 Epoch 10/30... Discriminator Loss: 1.2139... Generator Loss: 0.7815 Epoch 10/30... Discriminator Loss: 1.3620... Generator Loss: 0.7614 Epoch 10/30... Discriminator Loss: 1.3142... Generator Loss: 0.8637
Epoch 10/30... Discriminator Loss: 1.2221... Generator Loss: 0.7643 Epoch 10/30... Discriminator Loss: 1.2993... Generator Loss: 0.5511 Epoch 10/30... Discriminator Loss: 1.1567... Generator Loss: 0.5246 Epoch 10/30... Discriminator Loss: 1.5913... Generator Loss: 0.3067 Epoch 10/30... Discriminator Loss: 1.1583... Generator Loss: 0.5597 Epoch 10/30... Discriminator Loss: 1.2918... Generator Loss: 1.1930 Epoch 10/30... Discriminator Loss: 1.1056... Generator Loss: 0.7876 Epoch 10/30... Discriminator Loss: 0.8705... Generator Loss: 1.4422 Epoch 10/30... Discriminator Loss: 1.0979... Generator Loss: 0.8425 Epoch 10/30... Discriminator Loss: 1.1725... Generator Loss: 0.7868
Epoch 10/30... Discriminator Loss: 0.9415... Generator Loss: 1.0252 Epoch 10/30... Discriminator Loss: 1.2063... Generator Loss: 0.5253 Epoch 10/30... Discriminator Loss: 1.2173... Generator Loss: 1.7132 Epoch 10/30... Discriminator Loss: 0.9762... Generator Loss: 1.7961 Epoch 10/30... Discriminator Loss: 1.3835... Generator Loss: 0.9087 Epoch 10/30... Discriminator Loss: 0.8973... Generator Loss: 0.9136 Epoch 10/30... Discriminator Loss: 1.1208... Generator Loss: 0.8242 Epoch 10/30... Discriminator Loss: 1.5879... Generator Loss: 1.6192 Epoch 10/30... Discriminator Loss: 1.1425... Generator Loss: 1.0756 Epoch 10/30... Discriminator Loss: 1.2374... Generator Loss: 0.6097
Epoch 10/30... Discriminator Loss: 1.2361... Generator Loss: 0.7788 Epoch 10/30... Discriminator Loss: 1.2708... Generator Loss: 0.6281 Epoch 10/30... Discriminator Loss: 1.4389... Generator Loss: 1.2531 Epoch 10/30... Discriminator Loss: 1.3304... Generator Loss: 0.5306 Epoch 10/30... Discriminator Loss: 1.3070... Generator Loss: 1.0183 Epoch 10/30... Discriminator Loss: 1.2327... Generator Loss: 1.2441 Epoch 10/30... Discriminator Loss: 1.1379... Generator Loss: 0.7739 Epoch 10/30... Discriminator Loss: 1.2722... Generator Loss: 0.9363 Epoch 10/30... Discriminator Loss: 1.3683... Generator Loss: 0.7580 Epoch 10/30... Discriminator Loss: 1.4350... Generator Loss: 1.0185
Epoch 10/30... Discriminator Loss: 1.1702... Generator Loss: 0.8062 Epoch 10/30... Discriminator Loss: 1.1728... Generator Loss: 0.6042 Epoch 10/30... Discriminator Loss: 1.2338... Generator Loss: 0.9129 Epoch 10/30... Discriminator Loss: 1.4984... Generator Loss: 2.6948 Epoch 10/30... Discriminator Loss: 1.4202... Generator Loss: 0.4336 Epoch 10/30... Discriminator Loss: 1.2450... Generator Loss: 0.8957 Epoch 10/30... Discriminator Loss: 1.1439... Generator Loss: 0.8857 Epoch 10/30... Discriminator Loss: 1.1774... Generator Loss: 0.8985 Epoch 10/30... Discriminator Loss: 2.1613... Generator Loss: 0.2093 Epoch 10/30... Discriminator Loss: 1.3522... Generator Loss: 1.0796
Epoch 10/30... Discriminator Loss: 1.3193... Generator Loss: 0.6475 Epoch 10/30... Discriminator Loss: 1.3445... Generator Loss: 0.4349 Epoch 10/30... Discriminator Loss: 1.1817... Generator Loss: 0.9245 Epoch 10/30... Discriminator Loss: 1.0741... Generator Loss: 1.7688 Epoch 10/30... Discriminator Loss: 1.4524... Generator Loss: 0.4172 Epoch 10/30... Discriminator Loss: 1.2238... Generator Loss: 0.8787 Epoch 10/30... Discriminator Loss: 1.1227... Generator Loss: 1.0188 Epoch 10/30... Discriminator Loss: 1.1905... Generator Loss: 0.7001 Epoch 10/30... Discriminator Loss: 1.2361... Generator Loss: 0.6893 Epoch 10/30... Discriminator Loss: 1.2940... Generator Loss: 0.6947
Epoch 10/30... Discriminator Loss: 1.3752... Generator Loss: 0.5064 Epoch 10/30... Discriminator Loss: 1.1954... Generator Loss: 0.9871 Epoch 10/30... Discriminator Loss: 1.3136... Generator Loss: 0.5536 Epoch 10/30... Discriminator Loss: 1.2812... Generator Loss: 0.6025 Epoch 10/30... Discriminator Loss: 1.2942... Generator Loss: 0.7372 Epoch 10/30... Discriminator Loss: 1.4520... Generator Loss: 0.6845 Epoch 10/30... Discriminator Loss: 1.6589... Generator Loss: 0.3276 Epoch 10/30... Discriminator Loss: 1.1783... Generator Loss: 0.7289 Epoch 10/30... Discriminator Loss: 1.3877... Generator Loss: 0.4186 Epoch 10/30... Discriminator Loss: 1.3275... Generator Loss: 0.8731
Epoch 10/30... Discriminator Loss: 1.3861... Generator Loss: 0.4948 Epoch 10/30... Discriminator Loss: 1.1089... Generator Loss: 1.3762 Epoch 10/30... Discriminator Loss: 1.3361... Generator Loss: 0.5485 Epoch 10/30... Discriminator Loss: 1.4332... Generator Loss: 0.7376 Epoch 10/30... Discriminator Loss: 1.2687... Generator Loss: 0.8432 Epoch 10/30... Discriminator Loss: 1.1523... Generator Loss: 0.7584 Epoch 10/30... Discriminator Loss: 1.2919... Generator Loss: 0.7967 Epoch 10/30... Discriminator Loss: 1.6659... Generator Loss: 0.3348 Epoch 10/30... Discriminator Loss: 1.0060... Generator Loss: 0.7736 Epoch 10/30... Discriminator Loss: 1.2582... Generator Loss: 0.6941
Epoch 10/30... Discriminator Loss: 1.2392... Generator Loss: 0.7917 Epoch 10/30... Discriminator Loss: 1.2321... Generator Loss: 0.7566 Epoch 10/30... Discriminator Loss: 1.5322... Generator Loss: 0.5255 Epoch 10/30... Discriminator Loss: 1.3074... Generator Loss: 0.8148 Epoch 10/30... Discriminator Loss: 1.3865... Generator Loss: 0.9658 Epoch 10/30... Discriminator Loss: 1.4588... Generator Loss: 1.0345 Epoch 10/30... Discriminator Loss: 1.3319... Generator Loss: 0.6310 Epoch 10/30... Discriminator Loss: 1.1925... Generator Loss: 1.1236 Epoch 10/30... Discriminator Loss: 1.0650... Generator Loss: 1.0045 Epoch 10/30... Discriminator Loss: 1.1878... Generator Loss: 0.9100
Epoch 10/30... Discriminator Loss: 1.2551... Generator Loss: 0.6661 Epoch 10/30... Discriminator Loss: 2.0035... Generator Loss: 1.4667 Epoch 10/30... Discriminator Loss: 1.3963... Generator Loss: 0.4549 Epoch 10/30... Discriminator Loss: 1.2537... Generator Loss: 0.7475 Epoch 10/30... Discriminator Loss: 1.2649... Generator Loss: 0.6249 Epoch 10/30... Discriminator Loss: 1.2837... Generator Loss: 0.7044 Epoch 10/30... Discriminator Loss: 1.3382... Generator Loss: 0.5107 Epoch 10/30... Discriminator Loss: 1.6046... Generator Loss: 0.4496 Epoch 10/30... Discriminator Loss: 1.3543... Generator Loss: 0.8380 Epoch 10/30... Discriminator Loss: 1.3241... Generator Loss: 0.7408
Epoch 10/30... Discriminator Loss: 1.2901... Generator Loss: 0.7582 Epoch 10/30... Discriminator Loss: 1.1001... Generator Loss: 0.9946 Epoch 10/30... Discriminator Loss: 1.1488... Generator Loss: 0.6757 Epoch 10/30... Discriminator Loss: 1.0332... Generator Loss: 1.0009 Epoch 10/30... Discriminator Loss: 1.4860... Generator Loss: 0.6917 Epoch 10/30... Discriminator Loss: 1.6668... Generator Loss: 0.3220 Epoch 10/30... Discriminator Loss: 1.2400... Generator Loss: 0.7300 Epoch 10/30... Discriminator Loss: 1.3946... Generator Loss: 0.6538 Epoch 10/30... Discriminator Loss: 1.2387... Generator Loss: 1.2204 Epoch 10/30... Discriminator Loss: 1.1485... Generator Loss: 0.6850
Epoch 10/30... Discriminator Loss: 1.2218... Generator Loss: 0.8403 Epoch 10/30... Discriminator Loss: 1.1301... Generator Loss: 0.9389 Epoch 10/30... Discriminator Loss: 1.1001... Generator Loss: 0.9372 Epoch 10/30... Discriminator Loss: 1.3737... Generator Loss: 0.5021 Epoch 10/30... Discriminator Loss: 1.4426... Generator Loss: 0.4040 Epoch 10/30... Discriminator Loss: 1.2683... Generator Loss: 0.7055 Epoch 10/30... Discriminator Loss: 1.3359... Generator Loss: 0.5234 Epoch 10/30... Discriminator Loss: 1.5077... Generator Loss: 0.4410 Epoch 10/30... Discriminator Loss: 1.0609... Generator Loss: 1.1748 Epoch 10/30... Discriminator Loss: 1.3319... Generator Loss: 0.5685
Epoch 10/30... Discriminator Loss: 1.2458... Generator Loss: 0.8450 Epoch 10/30... Discriminator Loss: 1.2116... Generator Loss: 0.7304 epoch_i 10 Epoch 11/30... Discriminator Loss: 1.1366... Generator Loss: 1.1287 Epoch 11/30... Discriminator Loss: 1.6585... Generator Loss: 1.2521 Epoch 11/30... Discriminator Loss: 1.3440... Generator Loss: 1.0043 Epoch 11/30... Discriminator Loss: 1.1644... Generator Loss: 0.7022 Epoch 11/30... Discriminator Loss: 1.3335... Generator Loss: 0.6305 Epoch 11/30... Discriminator Loss: 2.2125... Generator Loss: 1.4103 Epoch 11/30... Discriminator Loss: 1.3102... Generator Loss: 0.5772 Epoch 11/30... Discriminator Loss: 1.0781... Generator Loss: 0.6962
Epoch 11/30... Discriminator Loss: 1.3647... Generator Loss: 0.5116 Epoch 11/30... Discriminator Loss: 1.2638... Generator Loss: 1.5145 Epoch 11/30... Discriminator Loss: 1.1117... Generator Loss: 0.8815 Epoch 11/30... Discriminator Loss: 1.2392... Generator Loss: 0.7635 Epoch 11/30... Discriminator Loss: 1.0052... Generator Loss: 1.3619 Epoch 11/30... Discriminator Loss: 1.3342... Generator Loss: 1.2646 Epoch 11/30... Discriminator Loss: 1.3539... Generator Loss: 0.6490 Epoch 11/30... Discriminator Loss: 1.3601... Generator Loss: 1.2195 Epoch 11/30... Discriminator Loss: 1.3301... Generator Loss: 0.8657 Epoch 11/30... Discriminator Loss: 1.2916... Generator Loss: 0.8628
Epoch 11/30... Discriminator Loss: 1.6271... Generator Loss: 0.8673 Epoch 11/30... Discriminator Loss: 1.1582... Generator Loss: 0.8390 Epoch 11/30... Discriminator Loss: 1.3090... Generator Loss: 0.6415 Epoch 11/30... Discriminator Loss: 1.4365... Generator Loss: 1.3536 Epoch 11/30... Discriminator Loss: 1.1048... Generator Loss: 0.8890 Epoch 11/30... Discriminator Loss: 0.9780... Generator Loss: 1.1474 Epoch 11/30... Discriminator Loss: 1.1975... Generator Loss: 0.9672 Epoch 11/30... Discriminator Loss: 1.3705... Generator Loss: 0.5995 Epoch 11/30... Discriminator Loss: 1.4120... Generator Loss: 0.5976 Epoch 11/30... Discriminator Loss: 1.1147... Generator Loss: 0.8395
Epoch 11/30... Discriminator Loss: 1.3303... Generator Loss: 0.6991 Epoch 11/30... Discriminator Loss: 1.0026... Generator Loss: 1.0170 Epoch 11/30... Discriminator Loss: 1.3570... Generator Loss: 0.6668 Epoch 11/30... Discriminator Loss: 1.1001... Generator Loss: 1.1281 Epoch 11/30... Discriminator Loss: 1.1495... Generator Loss: 1.1148 Epoch 11/30... Discriminator Loss: 1.2836... Generator Loss: 1.0957 Epoch 11/30... Discriminator Loss: 1.3201... Generator Loss: 0.8806 Epoch 11/30... Discriminator Loss: 1.4830... Generator Loss: 0.4269 Epoch 11/30... Discriminator Loss: 1.8263... Generator Loss: 0.8619 Epoch 11/30... Discriminator Loss: 1.4035... Generator Loss: 0.5272
Epoch 11/30... Discriminator Loss: 1.3697... Generator Loss: 0.7853 Epoch 11/30... Discriminator Loss: 1.4686... Generator Loss: 1.1685 Epoch 11/30... Discriminator Loss: 1.5755... Generator Loss: 0.3391 Epoch 11/30... Discriminator Loss: 1.1815... Generator Loss: 0.9263 Epoch 11/30... Discriminator Loss: 1.1712... Generator Loss: 0.8835 Epoch 11/30... Discriminator Loss: 1.2965... Generator Loss: 1.0178 Epoch 11/30... Discriminator Loss: 1.2693... Generator Loss: 0.7726 Epoch 11/30... Discriminator Loss: 1.0457... Generator Loss: 0.7685 Epoch 11/30... Discriminator Loss: 1.2440... Generator Loss: 0.5477 Epoch 11/30... Discriminator Loss: 1.3651... Generator Loss: 0.5160
Epoch 11/30... Discriminator Loss: 1.2340... Generator Loss: 0.5950 Epoch 11/30... Discriminator Loss: 1.2448... Generator Loss: 0.6398 Epoch 11/30... Discriminator Loss: 1.2743... Generator Loss: 0.7407 Epoch 11/30... Discriminator Loss: 1.8985... Generator Loss: 1.8267 Epoch 11/30... Discriminator Loss: 1.4684... Generator Loss: 0.4417 Epoch 11/30... Discriminator Loss: 1.3704... Generator Loss: 0.5751 Epoch 11/30... Discriminator Loss: 1.1511... Generator Loss: 0.7208 Epoch 11/30... Discriminator Loss: 1.2022... Generator Loss: 0.8066 Epoch 11/30... Discriminator Loss: 1.1333... Generator Loss: 0.7291 Epoch 11/30... Discriminator Loss: 1.5571... Generator Loss: 0.7626
Epoch 11/30... Discriminator Loss: 1.2844... Generator Loss: 0.7687 Epoch 11/30... Discriminator Loss: 1.5183... Generator Loss: 0.5109 Epoch 11/30... Discriminator Loss: 1.5036... Generator Loss: 1.5104 Epoch 11/30... Discriminator Loss: 1.3600... Generator Loss: 0.7187 Epoch 11/30... Discriminator Loss: 1.3066... Generator Loss: 0.6683 Epoch 11/30... Discriminator Loss: 1.1789... Generator Loss: 0.7557 Epoch 11/30... Discriminator Loss: 1.4102... Generator Loss: 0.4699 Epoch 11/30... Discriminator Loss: 1.3659... Generator Loss: 0.6172 Epoch 11/30... Discriminator Loss: 1.5283... Generator Loss: 0.4113 Epoch 11/30... Discriminator Loss: 1.1184... Generator Loss: 1.2555
Epoch 11/30... Discriminator Loss: 1.2958... Generator Loss: 0.8298 Epoch 11/30... Discriminator Loss: 1.1502... Generator Loss: 0.8062 Epoch 11/30... Discriminator Loss: 1.3843... Generator Loss: 0.7635 Epoch 11/30... Discriminator Loss: 1.1008... Generator Loss: 1.2668 Epoch 11/30... Discriminator Loss: 1.3705... Generator Loss: 1.0053 Epoch 11/30... Discriminator Loss: 1.5858... Generator Loss: 0.3598 Epoch 11/30... Discriminator Loss: 1.2713... Generator Loss: 1.0201 Epoch 11/30... Discriminator Loss: 1.4065... Generator Loss: 0.9611 Epoch 11/30... Discriminator Loss: 1.3765... Generator Loss: 0.8088 Epoch 11/30... Discriminator Loss: 1.7207... Generator Loss: 0.9983
Epoch 11/30... Discriminator Loss: 1.3084... Generator Loss: 0.9469 Epoch 11/30... Discriminator Loss: 1.3464... Generator Loss: 0.4755 Epoch 11/30... Discriminator Loss: 1.5719... Generator Loss: 0.7163 Epoch 11/30... Discriminator Loss: 1.0132... Generator Loss: 1.0534 Epoch 11/30... Discriminator Loss: 1.1741... Generator Loss: 0.7890 Epoch 11/30... Discriminator Loss: 1.2442... Generator Loss: 0.8755 Epoch 11/30... Discriminator Loss: 1.3636... Generator Loss: 0.8775 Epoch 11/30... Discriminator Loss: 1.2824... Generator Loss: 1.1204 Epoch 11/30... Discriminator Loss: 1.4176... Generator Loss: 0.6586 Epoch 11/30... Discriminator Loss: 1.2965... Generator Loss: 1.0083
Epoch 11/30... Discriminator Loss: 1.4982... Generator Loss: 0.3907 Epoch 11/30... Discriminator Loss: 1.2815... Generator Loss: 1.0684 Epoch 11/30... Discriminator Loss: 1.1003... Generator Loss: 0.8567 Epoch 11/30... Discriminator Loss: 1.1673... Generator Loss: 0.7715 Epoch 11/30... Discriminator Loss: 1.0532... Generator Loss: 0.8561 Epoch 11/30... Discriminator Loss: 1.4086... Generator Loss: 0.5209 Epoch 11/30... Discriminator Loss: 1.1223... Generator Loss: 1.4585 Epoch 11/30... Discriminator Loss: 1.2426... Generator Loss: 0.6551 Epoch 11/30... Discriminator Loss: 1.2573... Generator Loss: 0.6953 Epoch 11/30... Discriminator Loss: 1.3692... Generator Loss: 0.4726
Epoch 11/30... Discriminator Loss: 1.2906... Generator Loss: 0.8104 Epoch 11/30... Discriminator Loss: 1.2591... Generator Loss: 2.1030 Epoch 11/30... Discriminator Loss: 1.2643... Generator Loss: 1.2442 Epoch 11/30... Discriminator Loss: 1.3162... Generator Loss: 0.6212 Epoch 11/30... Discriminator Loss: 1.1587... Generator Loss: 0.7398 Epoch 11/30... Discriminator Loss: 1.3803... Generator Loss: 0.4352 Epoch 11/30... Discriminator Loss: 1.5683... Generator Loss: 0.3558 Epoch 11/30... Discriminator Loss: 1.2597... Generator Loss: 0.6320 Epoch 11/30... Discriminator Loss: 1.3039... Generator Loss: 1.0796 Epoch 11/30... Discriminator Loss: 1.3536... Generator Loss: 0.5073
Epoch 11/30... Discriminator Loss: 1.4424... Generator Loss: 0.5527 Epoch 11/30... Discriminator Loss: 1.2868... Generator Loss: 0.8090 Epoch 11/30... Discriminator Loss: 1.1906... Generator Loss: 1.2949 Epoch 11/30... Discriminator Loss: 1.1371... Generator Loss: 1.4208 Epoch 11/30... Discriminator Loss: 1.2964... Generator Loss: 0.6007 Epoch 11/30... Discriminator Loss: 1.3454... Generator Loss: 0.5634 Epoch 11/30... Discriminator Loss: 1.3642... Generator Loss: 0.5291 Epoch 11/30... Discriminator Loss: 1.2158... Generator Loss: 0.9446 Epoch 11/30... Discriminator Loss: 1.2054... Generator Loss: 1.0142 Epoch 11/30... Discriminator Loss: 1.8474... Generator Loss: 1.2757
Epoch 11/30... Discriminator Loss: 1.3421... Generator Loss: 0.5528 Epoch 11/30... Discriminator Loss: 0.8224... Generator Loss: 1.1786 Epoch 11/30... Discriminator Loss: 1.5549... Generator Loss: 1.0265 Epoch 11/30... Discriminator Loss: 1.3943... Generator Loss: 0.7175 Epoch 11/30... Discriminator Loss: 1.5956... Generator Loss: 1.0795 Epoch 11/30... Discriminator Loss: 1.3605... Generator Loss: 1.3544 Epoch 11/30... Discriminator Loss: 1.0555... Generator Loss: 1.1489 Epoch 11/30... Discriminator Loss: 1.8052... Generator Loss: 1.3166 Epoch 11/30... Discriminator Loss: 1.3788... Generator Loss: 0.4763 Epoch 11/30... Discriminator Loss: 1.5001... Generator Loss: 0.5262
Epoch 11/30... Discriminator Loss: 1.4942... Generator Loss: 0.9021 Epoch 11/30... Discriminator Loss: 1.2658... Generator Loss: 0.6737 Epoch 11/30... Discriminator Loss: 1.4210... Generator Loss: 0.5487 Epoch 11/30... Discriminator Loss: 1.4212... Generator Loss: 1.2101 Epoch 11/30... Discriminator Loss: 1.2716... Generator Loss: 0.7567 Epoch 11/30... Discriminator Loss: 1.2389... Generator Loss: 0.6419 Epoch 11/30... Discriminator Loss: 1.3257... Generator Loss: 0.6101 Epoch 11/30... Discriminator Loss: 1.3345... Generator Loss: 0.7106 Epoch 11/30... Discriminator Loss: 1.1768... Generator Loss: 0.8790 Epoch 11/30... Discriminator Loss: 1.6003... Generator Loss: 0.3742
Epoch 11/30... Discriminator Loss: 1.3040... Generator Loss: 0.6398 Epoch 11/30... Discriminator Loss: 1.2806... Generator Loss: 1.0118 Epoch 11/30... Discriminator Loss: 1.3760... Generator Loss: 0.4529 Epoch 11/30... Discriminator Loss: 1.3577... Generator Loss: 0.7909 Epoch 11/30... Discriminator Loss: 1.4790... Generator Loss: 1.0712 Epoch 11/30... Discriminator Loss: 1.1738... Generator Loss: 0.8627 Epoch 11/30... Discriminator Loss: 1.3541... Generator Loss: 0.6691 Epoch 11/30... Discriminator Loss: 1.3484... Generator Loss: 0.7034 Epoch 11/30... Discriminator Loss: 1.1634... Generator Loss: 1.4715 Epoch 11/30... Discriminator Loss: 1.1940... Generator Loss: 0.5921
Epoch 11/30... Discriminator Loss: 1.3181... Generator Loss: 0.6555 Epoch 11/30... Discriminator Loss: 1.2451... Generator Loss: 1.1560 Epoch 11/30... Discriminator Loss: 1.3033... Generator Loss: 1.0605 Epoch 11/30... Discriminator Loss: 1.2259... Generator Loss: 1.0299 Epoch 11/30... Discriminator Loss: 1.2493... Generator Loss: 0.6481 Epoch 11/30... Discriminator Loss: 1.3496... Generator Loss: 1.1040 Epoch 11/30... Discriminator Loss: 1.1142... Generator Loss: 1.1340 Epoch 11/30... Discriminator Loss: 1.4290... Generator Loss: 0.4349 Epoch 11/30... Discriminator Loss: 0.9795... Generator Loss: 1.1754 Epoch 11/30... Discriminator Loss: 1.3745... Generator Loss: 1.4992
epoch_i 11 Epoch 12/30... Discriminator Loss: 1.3802... Generator Loss: 0.5532 Epoch 12/30... Discriminator Loss: 1.1910... Generator Loss: 1.0161 Epoch 12/30... Discriminator Loss: 1.2140... Generator Loss: 0.8474 Epoch 12/30... Discriminator Loss: 1.2980... Generator Loss: 0.6603 Epoch 12/30... Discriminator Loss: 1.3351... Generator Loss: 0.6297 Epoch 12/30... Discriminator Loss: 1.4566... Generator Loss: 1.3588 Epoch 12/30... Discriminator Loss: 1.5200... Generator Loss: 0.4163 Epoch 12/30... Discriminator Loss: 1.5852... Generator Loss: 0.3894 Epoch 12/30... Discriminator Loss: 1.3443... Generator Loss: 1.2701 Epoch 12/30... Discriminator Loss: 1.0234... Generator Loss: 1.1393
Epoch 12/30... Discriminator Loss: 1.5086... Generator Loss: 0.4302 Epoch 12/30... Discriminator Loss: 1.0382... Generator Loss: 0.9737 Epoch 12/30... Discriminator Loss: 0.7545... Generator Loss: 1.2868 Epoch 12/30... Discriminator Loss: 1.2946... Generator Loss: 1.3811 Epoch 12/30... Discriminator Loss: 1.3941... Generator Loss: 0.5433 Epoch 12/30... Discriminator Loss: 1.2350... Generator Loss: 0.8945 Epoch 12/30... Discriminator Loss: 1.2807... Generator Loss: 0.6754 Epoch 12/30... Discriminator Loss: 1.2990... Generator Loss: 0.6666 Epoch 12/30... Discriminator Loss: 1.2841... Generator Loss: 0.5823 Epoch 12/30... Discriminator Loss: 1.3245... Generator Loss: 0.5095
Epoch 12/30... Discriminator Loss: 1.0770... Generator Loss: 0.9731 Epoch 12/30... Discriminator Loss: 1.0292... Generator Loss: 1.2957 Epoch 12/30... Discriminator Loss: 1.0054... Generator Loss: 0.9505 Epoch 12/30... Discriminator Loss: 1.1594... Generator Loss: 0.9879 Epoch 12/30... Discriminator Loss: 1.2995... Generator Loss: 0.6060 Epoch 12/30... Discriminator Loss: 1.3508... Generator Loss: 0.6517 Epoch 12/30... Discriminator Loss: 1.1546... Generator Loss: 1.0288 Epoch 12/30... Discriminator Loss: 1.2374... Generator Loss: 0.9559 Epoch 12/30... Discriminator Loss: 1.3032... Generator Loss: 0.6774 Epoch 12/30... Discriminator Loss: 1.2051... Generator Loss: 0.6060
Epoch 12/30... Discriminator Loss: 1.1865... Generator Loss: 0.6477 Epoch 12/30... Discriminator Loss: 1.2367... Generator Loss: 0.7333 Epoch 12/30... Discriminator Loss: 1.9816... Generator Loss: 1.4833 Epoch 12/30... Discriminator Loss: 1.2811... Generator Loss: 0.9087 Epoch 12/30... Discriminator Loss: 1.3197... Generator Loss: 0.6012 Epoch 12/30... Discriminator Loss: 1.1600... Generator Loss: 0.9993 Epoch 12/30... Discriminator Loss: 1.5141... Generator Loss: 0.6897 Epoch 12/30... Discriminator Loss: 1.3072... Generator Loss: 0.6962 Epoch 12/30... Discriminator Loss: 1.3714... Generator Loss: 0.9544 Epoch 12/30... Discriminator Loss: 1.2698... Generator Loss: 1.0470
Epoch 12/30... Discriminator Loss: 1.3812... Generator Loss: 0.4548 Epoch 12/30... Discriminator Loss: 1.0689... Generator Loss: 0.7555 Epoch 12/30... Discriminator Loss: 1.3046... Generator Loss: 0.8048 Epoch 12/30... Discriminator Loss: 1.2911... Generator Loss: 0.6375 Epoch 12/30... Discriminator Loss: 1.3872... Generator Loss: 0.8287 Epoch 12/30... Discriminator Loss: 1.6275... Generator Loss: 1.2529 Epoch 12/30... Discriminator Loss: 1.4693... Generator Loss: 0.6887 Epoch 12/30... Discriminator Loss: 1.6139... Generator Loss: 0.3387 Epoch 12/30... Discriminator Loss: 1.2444... Generator Loss: 0.6752 Epoch 12/30... Discriminator Loss: 1.4534... Generator Loss: 0.5046
Epoch 12/30... Discriminator Loss: 1.8641... Generator Loss: 0.2245 Epoch 12/30... Discriminator Loss: 1.3837... Generator Loss: 0.5317 Epoch 12/30... Discriminator Loss: 1.2168... Generator Loss: 0.8704 Epoch 12/30... Discriminator Loss: 1.2650... Generator Loss: 0.6404 Epoch 12/30... Discriminator Loss: 1.4264... Generator Loss: 0.4039 Epoch 12/30... Discriminator Loss: 1.3498... Generator Loss: 0.6540 Epoch 12/30... Discriminator Loss: 1.2255... Generator Loss: 0.8249 Epoch 12/30... Discriminator Loss: 1.4083... Generator Loss: 0.5208 Epoch 12/30... Discriminator Loss: 1.2388... Generator Loss: 0.7399 Epoch 12/30... Discriminator Loss: 1.3018... Generator Loss: 1.0245
Epoch 12/30... Discriminator Loss: 1.4359... Generator Loss: 0.8020 Epoch 12/30... Discriminator Loss: 1.1719... Generator Loss: 0.8308 Epoch 12/30... Discriminator Loss: 1.1603... Generator Loss: 0.6400 Epoch 12/30... Discriminator Loss: 1.3263... Generator Loss: 0.7051 Epoch 12/30... Discriminator Loss: 1.3553... Generator Loss: 1.1844 Epoch 12/30... Discriminator Loss: 1.4801... Generator Loss: 0.7271 Epoch 12/30... Discriminator Loss: 1.2649... Generator Loss: 0.6288 Epoch 12/30... Discriminator Loss: 1.3861... Generator Loss: 0.6552 Epoch 12/30... Discriminator Loss: 1.1549... Generator Loss: 0.8119 Epoch 12/30... Discriminator Loss: 1.3690... Generator Loss: 0.4845
Epoch 12/30... Discriminator Loss: 1.5490... Generator Loss: 0.3986 Epoch 12/30... Discriminator Loss: 1.2807... Generator Loss: 0.6119 Epoch 12/30... Discriminator Loss: 1.2734... Generator Loss: 0.8493 Epoch 12/30... Discriminator Loss: 1.1733... Generator Loss: 0.9201 Epoch 12/30... Discriminator Loss: 1.3158... Generator Loss: 0.5888 Epoch 12/30... Discriminator Loss: 1.2037... Generator Loss: 0.8309 Epoch 12/30... Discriminator Loss: 1.1738... Generator Loss: 0.9626 Epoch 12/30... Discriminator Loss: 1.1917... Generator Loss: 1.0400 Epoch 12/30... Discriminator Loss: 1.2714... Generator Loss: 1.0599 Epoch 12/30... Discriminator Loss: 1.2600... Generator Loss: 0.8413
Epoch 12/30... Discriminator Loss: 1.3002... Generator Loss: 1.0011 Epoch 12/30... Discriminator Loss: 1.6126... Generator Loss: 0.3064 Epoch 12/30... Discriminator Loss: 1.1286... Generator Loss: 0.6829 Epoch 12/30... Discriminator Loss: 1.1710... Generator Loss: 0.6552 Epoch 12/30... Discriminator Loss: 1.3209... Generator Loss: 0.5202 Epoch 12/30... Discriminator Loss: 1.4636... Generator Loss: 0.4143 Epoch 12/30... Discriminator Loss: 1.5102... Generator Loss: 0.8511 Epoch 12/30... Discriminator Loss: 1.3990... Generator Loss: 0.4251 Epoch 12/30... Discriminator Loss: 1.4334... Generator Loss: 0.6533 Epoch 12/30... Discriminator Loss: 1.4228... Generator Loss: 0.8898
Epoch 12/30... Discriminator Loss: 1.6819... Generator Loss: 2.1414 Epoch 12/30... Discriminator Loss: 1.1879... Generator Loss: 1.0281 Epoch 12/30... Discriminator Loss: 1.5089... Generator Loss: 0.3970 Epoch 12/30... Discriminator Loss: 1.3944... Generator Loss: 0.5041 Epoch 12/30... Discriminator Loss: 1.4932... Generator Loss: 0.4667 Epoch 12/30... Discriminator Loss: 1.2296... Generator Loss: 0.8332 Epoch 12/30... Discriminator Loss: 1.0822... Generator Loss: 0.8430 Epoch 12/30... Discriminator Loss: 1.1583... Generator Loss: 0.7129 Epoch 12/30... Discriminator Loss: 1.3215... Generator Loss: 0.5285 Epoch 12/30... Discriminator Loss: 1.2636... Generator Loss: 0.5477
Epoch 12/30... Discriminator Loss: 1.2327... Generator Loss: 0.7744 Epoch 12/30... Discriminator Loss: 1.1856... Generator Loss: 0.7720 Epoch 12/30... Discriminator Loss: 1.3915... Generator Loss: 0.6720 Epoch 12/30... Discriminator Loss: 1.2954... Generator Loss: 0.5030 Epoch 12/30... Discriminator Loss: 1.4083... Generator Loss: 0.4380 Epoch 12/30... Discriminator Loss: 1.7229... Generator Loss: 0.2645 Epoch 12/30... Discriminator Loss: 1.4734... Generator Loss: 1.1458 Epoch 12/30... Discriminator Loss: 1.1367... Generator Loss: 0.5952 Epoch 12/30... Discriminator Loss: 0.9386... Generator Loss: 0.8946 Epoch 12/30... Discriminator Loss: 1.3895... Generator Loss: 0.6063
Epoch 12/30... Discriminator Loss: 1.6235... Generator Loss: 0.3495 Epoch 12/30... Discriminator Loss: 1.0674... Generator Loss: 1.0526 Epoch 12/30... Discriminator Loss: 1.2465... Generator Loss: 0.7701 Epoch 12/30... Discriminator Loss: 1.2186... Generator Loss: 0.7441 Epoch 12/30... Discriminator Loss: 0.9050... Generator Loss: 1.3014 Epoch 12/30... Discriminator Loss: 1.2296... Generator Loss: 1.0722 Epoch 12/30... Discriminator Loss: 0.9462... Generator Loss: 1.3638 Epoch 12/30... Discriminator Loss: 1.0381... Generator Loss: 0.8739 Epoch 12/30... Discriminator Loss: 0.8724... Generator Loss: 0.8250 Epoch 12/30... Discriminator Loss: 1.2620... Generator Loss: 0.7340
Epoch 12/30... Discriminator Loss: 1.6236... Generator Loss: 1.6864 Epoch 12/30... Discriminator Loss: 1.2393... Generator Loss: 0.7485 Epoch 12/30... Discriminator Loss: 1.3341... Generator Loss: 0.6237 Epoch 12/30... Discriminator Loss: 1.3727... Generator Loss: 0.7258 Epoch 12/30... Discriminator Loss: 1.1377... Generator Loss: 0.9190 Epoch 12/30... Discriminator Loss: 1.0243... Generator Loss: 0.9173 Epoch 12/30... Discriminator Loss: 1.1173... Generator Loss: 0.7211 Epoch 12/30... Discriminator Loss: 1.2753... Generator Loss: 0.5835 Epoch 12/30... Discriminator Loss: 1.2847... Generator Loss: 1.1153 Epoch 12/30... Discriminator Loss: 1.3220... Generator Loss: 0.5330
Epoch 12/30... Discriminator Loss: 1.3010... Generator Loss: 0.6348 Epoch 12/30... Discriminator Loss: 1.4083... Generator Loss: 0.6270 Epoch 12/30... Discriminator Loss: 1.2678... Generator Loss: 0.8098 Epoch 12/30... Discriminator Loss: 1.3484... Generator Loss: 1.1372 Epoch 12/30... Discriminator Loss: 1.5272... Generator Loss: 0.6501 Epoch 12/30... Discriminator Loss: 1.3382... Generator Loss: 0.6771 Epoch 12/30... Discriminator Loss: 1.3254... Generator Loss: 1.2982 Epoch 12/30... Discriminator Loss: 1.3091... Generator Loss: 0.5999 Epoch 12/30... Discriminator Loss: 1.5141... Generator Loss: 1.2589 Epoch 12/30... Discriminator Loss: 1.8243... Generator Loss: 2.1498
Epoch 12/30... Discriminator Loss: 1.2846... Generator Loss: 0.6998 Epoch 12/30... Discriminator Loss: 1.3939... Generator Loss: 0.7046 Epoch 12/30... Discriminator Loss: 1.1092... Generator Loss: 0.8079 Epoch 12/30... Discriminator Loss: 1.1512... Generator Loss: 1.0749 Epoch 12/30... Discriminator Loss: 1.2916... Generator Loss: 0.7817 Epoch 12/30... Discriminator Loss: 1.6725... Generator Loss: 0.3531 Epoch 12/30... Discriminator Loss: 1.2657... Generator Loss: 0.7121 Epoch 12/30... Discriminator Loss: 1.2748... Generator Loss: 0.6255 Epoch 12/30... Discriminator Loss: 1.2570... Generator Loss: 0.6520 Epoch 12/30... Discriminator Loss: 1.4192... Generator Loss: 0.4114
Epoch 12/30... Discriminator Loss: 1.2866... Generator Loss: 1.1589 Epoch 12/30... Discriminator Loss: 1.3707... Generator Loss: 0.7830 Epoch 12/30... Discriminator Loss: 1.4489... Generator Loss: 0.4464 Epoch 12/30... Discriminator Loss: 1.1969... Generator Loss: 0.6643 Epoch 12/30... Discriminator Loss: 1.5900... Generator Loss: 0.9443 Epoch 12/30... Discriminator Loss: 1.4534... Generator Loss: 0.4919 Epoch 12/30... Discriminator Loss: 1.3830... Generator Loss: 0.7234 Epoch 12/30... Discriminator Loss: 1.3213... Generator Loss: 0.5803 epoch_i 12 Epoch 13/30... Discriminator Loss: 1.4593... Generator Loss: 0.7398 Epoch 13/30... Discriminator Loss: 1.9078... Generator Loss: 1.9678
Epoch 13/30... Discriminator Loss: 1.2615... Generator Loss: 0.6444 Epoch 13/30... Discriminator Loss: 1.1776... Generator Loss: 0.7548 Epoch 13/30... Discriminator Loss: 1.2210... Generator Loss: 0.6751 Epoch 13/30... Discriminator Loss: 1.2045... Generator Loss: 0.7540 Epoch 13/30... Discriminator Loss: 1.4248... Generator Loss: 0.4437 Epoch 13/30... Discriminator Loss: 1.3828... Generator Loss: 0.4814 Epoch 13/30... Discriminator Loss: 1.1485... Generator Loss: 0.9291 Epoch 13/30... Discriminator Loss: 1.2802... Generator Loss: 0.7610 Epoch 13/30... Discriminator Loss: 1.2515... Generator Loss: 0.8980 Epoch 13/30... Discriminator Loss: 1.4099... Generator Loss: 0.4393
Epoch 13/30... Discriminator Loss: 1.5175... Generator Loss: 1.1233 Epoch 13/30... Discriminator Loss: 1.3743... Generator Loss: 0.5724 Epoch 13/30... Discriminator Loss: 1.3684... Generator Loss: 0.9306 Epoch 13/30... Discriminator Loss: 1.4636... Generator Loss: 0.5646 Epoch 13/30... Discriminator Loss: 1.1963... Generator Loss: 0.7593 Epoch 13/30... Discriminator Loss: 1.4218... Generator Loss: 1.2126 Epoch 13/30... Discriminator Loss: 1.3066... Generator Loss: 0.5567 Epoch 13/30... Discriminator Loss: 1.2613... Generator Loss: 0.9343 Epoch 13/30... Discriminator Loss: 1.3013... Generator Loss: 0.7875 Epoch 13/30... Discriminator Loss: 1.2357... Generator Loss: 0.6143
Epoch 13/30... Discriminator Loss: 1.4856... Generator Loss: 0.3894 Epoch 13/30... Discriminator Loss: 1.3076... Generator Loss: 0.5079 Epoch 13/30... Discriminator Loss: 1.2800... Generator Loss: 0.7762 Epoch 13/30... Discriminator Loss: 1.3052... Generator Loss: 0.7120 Epoch 13/30... Discriminator Loss: 1.3217... Generator Loss: 1.1815 Epoch 13/30... Discriminator Loss: 1.4645... Generator Loss: 1.7289 Epoch 13/30... Discriminator Loss: 1.2350... Generator Loss: 0.9720 Epoch 13/30... Discriminator Loss: 1.1682... Generator Loss: 0.7242 Epoch 13/30... Discriminator Loss: 1.3394... Generator Loss: 0.6980 Epoch 13/30... Discriminator Loss: 1.2947... Generator Loss: 0.9940
Epoch 13/30... Discriminator Loss: 1.2005... Generator Loss: 0.6130 Epoch 13/30... Discriminator Loss: 1.3075... Generator Loss: 1.0359 Epoch 13/30... Discriminator Loss: 1.4558... Generator Loss: 0.4295 Epoch 13/30... Discriminator Loss: 1.2576... Generator Loss: 0.7515 Epoch 13/30... Discriminator Loss: 1.4488... Generator Loss: 0.6437 Epoch 13/30... Discriminator Loss: 1.3626... Generator Loss: 0.9577 Epoch 13/30... Discriminator Loss: 1.1954... Generator Loss: 0.7628 Epoch 13/30... Discriminator Loss: 1.2656... Generator Loss: 0.7638 Epoch 13/30... Discriminator Loss: 1.2113... Generator Loss: 0.8278 Epoch 13/30... Discriminator Loss: 1.4521... Generator Loss: 1.2331
Epoch 13/30... Discriminator Loss: 1.2837... Generator Loss: 0.6779 Epoch 13/30... Discriminator Loss: 1.2113... Generator Loss: 0.7209 Epoch 13/30... Discriminator Loss: 1.9654... Generator Loss: 1.7576 Epoch 13/30... Discriminator Loss: 1.3858... Generator Loss: 0.9068 Epoch 13/30... Discriminator Loss: 1.5386... Generator Loss: 0.7272 Epoch 13/30... Discriminator Loss: 1.2174... Generator Loss: 0.6759 Epoch 13/30... Discriminator Loss: 1.3173... Generator Loss: 0.9184 Epoch 13/30... Discriminator Loss: 1.5750... Generator Loss: 0.6168 Epoch 13/30... Discriminator Loss: 1.3598... Generator Loss: 0.5437 Epoch 13/30... Discriminator Loss: 1.3580... Generator Loss: 0.5946
Epoch 13/30... Discriminator Loss: 1.3773... Generator Loss: 1.0074 Epoch 13/30... Discriminator Loss: 1.2511... Generator Loss: 0.8505 Epoch 13/30... Discriminator Loss: 1.2315... Generator Loss: 0.7315 Epoch 13/30... Discriminator Loss: 1.4033... Generator Loss: 0.6666 Epoch 13/30... Discriminator Loss: 1.1678... Generator Loss: 0.9064 Epoch 13/30... Discriminator Loss: 1.4146... Generator Loss: 0.5108 Epoch 13/30... Discriminator Loss: 1.1614... Generator Loss: 0.7401 Epoch 13/30... Discriminator Loss: 1.2695... Generator Loss: 0.7920 Epoch 13/30... Discriminator Loss: 1.1759... Generator Loss: 0.7394 Epoch 13/30... Discriminator Loss: 1.3104... Generator Loss: 0.7674
Epoch 13/30... Discriminator Loss: 1.4965... Generator Loss: 0.5160 Epoch 13/30... Discriminator Loss: 1.3092... Generator Loss: 0.6889 Epoch 13/30... Discriminator Loss: 1.1946... Generator Loss: 0.9473 Epoch 13/30... Discriminator Loss: 1.3823... Generator Loss: 0.6382 Epoch 13/30... Discriminator Loss: 1.0828... Generator Loss: 0.7557 Epoch 13/30... Discriminator Loss: 1.2209... Generator Loss: 0.7361 Epoch 13/30... Discriminator Loss: 1.3623... Generator Loss: 0.8530 Epoch 13/30... Discriminator Loss: 1.3086... Generator Loss: 0.5828 Epoch 13/30... Discriminator Loss: 1.2780... Generator Loss: 0.7198 Epoch 13/30... Discriminator Loss: 1.2232... Generator Loss: 0.7935
Epoch 13/30... Discriminator Loss: 1.5156... Generator Loss: 0.6493 Epoch 13/30... Discriminator Loss: 1.3154... Generator Loss: 0.8933 Epoch 13/30... Discriminator Loss: 1.4163... Generator Loss: 0.7551 Epoch 13/30... Discriminator Loss: 1.2096... Generator Loss: 0.7232 Epoch 13/30... Discriminator Loss: 1.3974... Generator Loss: 0.4700 Epoch 13/30... Discriminator Loss: 1.3885... Generator Loss: 0.8675 Epoch 13/30... Discriminator Loss: 1.2427... Generator Loss: 0.8110 Epoch 13/30... Discriminator Loss: 1.0881... Generator Loss: 0.9469 Epoch 13/30... Discriminator Loss: 1.4921... Generator Loss: 0.5118 Epoch 13/30... Discriminator Loss: 1.7051... Generator Loss: 0.3140
Epoch 13/30... Discriminator Loss: 1.6595... Generator Loss: 0.3386 Epoch 13/30... Discriminator Loss: 1.3208... Generator Loss: 0.6334 Epoch 13/30... Discriminator Loss: 1.5563... Generator Loss: 0.5627 Epoch 13/30... Discriminator Loss: 1.3804... Generator Loss: 0.4946 Epoch 13/30... Discriminator Loss: 1.3432... Generator Loss: 1.1049 Epoch 13/30... Discriminator Loss: 1.3317... Generator Loss: 0.6921 Epoch 13/30... Discriminator Loss: 1.3500... Generator Loss: 1.0721 Epoch 13/30... Discriminator Loss: 1.4383... Generator Loss: 1.2072 Epoch 13/30... Discriminator Loss: 1.5042... Generator Loss: 1.3390 Epoch 13/30... Discriminator Loss: 1.0958... Generator Loss: 1.0924
Epoch 13/30... Discriminator Loss: 1.3641... Generator Loss: 0.8148 Epoch 13/30... Discriminator Loss: 1.3309... Generator Loss: 0.6959 Epoch 13/30... Discriminator Loss: 1.3447... Generator Loss: 0.5448 Epoch 13/30... Discriminator Loss: 1.2150... Generator Loss: 0.9369 Epoch 13/30... Discriminator Loss: 1.6160... Generator Loss: 0.3191 Epoch 13/30... Discriminator Loss: 1.3743... Generator Loss: 0.5355 Epoch 13/30... Discriminator Loss: 1.6813... Generator Loss: 0.3276 Epoch 13/30... Discriminator Loss: 1.4027... Generator Loss: 0.6511 Epoch 13/30... Discriminator Loss: 1.2886... Generator Loss: 0.5920 Epoch 13/30... Discriminator Loss: 1.2203... Generator Loss: 0.6302
Epoch 13/30... Discriminator Loss: 1.2316... Generator Loss: 0.5974 Epoch 13/30... Discriminator Loss: 1.2825... Generator Loss: 0.8044 Epoch 13/30... Discriminator Loss: 1.5705... Generator Loss: 0.4269 Epoch 13/30... Discriminator Loss: 1.6094... Generator Loss: 0.3657 Epoch 13/30... Discriminator Loss: 1.4093... Generator Loss: 0.5326 Epoch 13/30... Discriminator Loss: 1.3276... Generator Loss: 0.7055 Epoch 13/30... Discriminator Loss: 1.4605... Generator Loss: 0.6801 Epoch 13/30... Discriminator Loss: 1.1818... Generator Loss: 0.9601 Epoch 13/30... Discriminator Loss: 1.4169... Generator Loss: 0.9020 Epoch 13/30... Discriminator Loss: 1.0588... Generator Loss: 1.1185
Epoch 13/30... Discriminator Loss: 1.0882... Generator Loss: 1.1858 Epoch 13/30... Discriminator Loss: 1.2789... Generator Loss: 1.1319 Epoch 13/30... Discriminator Loss: 1.3098... Generator Loss: 1.0009 Epoch 13/30... Discriminator Loss: 1.1603... Generator Loss: 0.9313 Epoch 13/30... Discriminator Loss: 1.3045... Generator Loss: 0.6956 Epoch 13/30... Discriminator Loss: 1.3696... Generator Loss: 1.0550 Epoch 13/30... Discriminator Loss: 1.3689... Generator Loss: 1.0132 Epoch 13/30... Discriminator Loss: 1.2593... Generator Loss: 0.7327 Epoch 13/30... Discriminator Loss: 1.5040... Generator Loss: 0.3695 Epoch 13/30... Discriminator Loss: 1.1200... Generator Loss: 0.7787
Epoch 13/30... Discriminator Loss: 1.3415... Generator Loss: 0.8712 Epoch 13/30... Discriminator Loss: 1.1157... Generator Loss: 0.7280 Epoch 13/30... Discriminator Loss: 1.4087... Generator Loss: 0.5708 Epoch 13/30... Discriminator Loss: 1.2265... Generator Loss: 1.4407 Epoch 13/30... Discriminator Loss: 1.2875... Generator Loss: 0.9453 Epoch 13/30... Discriminator Loss: 1.5556... Generator Loss: 0.3606 Epoch 13/30... Discriminator Loss: 1.1574... Generator Loss: 0.9810 Epoch 13/30... Discriminator Loss: 1.9144... Generator Loss: 1.7124 Epoch 13/30... Discriminator Loss: 1.3267... Generator Loss: 1.0120 Epoch 13/30... Discriminator Loss: 1.2099... Generator Loss: 0.7593
Epoch 13/30... Discriminator Loss: 1.3549... Generator Loss: 0.6231 Epoch 13/30... Discriminator Loss: 1.3284... Generator Loss: 0.8342 Epoch 13/30... Discriminator Loss: 1.6201... Generator Loss: 0.3129 Epoch 13/30... Discriminator Loss: 1.2910... Generator Loss: 0.6828 Epoch 13/30... Discriminator Loss: 1.3555... Generator Loss: 1.1003 Epoch 13/30... Discriminator Loss: 1.6697... Generator Loss: 0.3769 Epoch 13/30... Discriminator Loss: 1.4668... Generator Loss: 0.5002 Epoch 13/30... Discriminator Loss: 1.4443... Generator Loss: 0.9425 Epoch 13/30... Discriminator Loss: 1.2057... Generator Loss: 1.0084 Epoch 13/30... Discriminator Loss: 1.3184... Generator Loss: 0.5870
Epoch 13/30... Discriminator Loss: 1.2346... Generator Loss: 0.7580 Epoch 13/30... Discriminator Loss: 1.1873... Generator Loss: 0.9685 Epoch 13/30... Discriminator Loss: 1.1201... Generator Loss: 0.7465 Epoch 13/30... Discriminator Loss: 1.2739... Generator Loss: 0.6883 Epoch 13/30... Discriminator Loss: 1.4153... Generator Loss: 0.6442 Epoch 13/30... Discriminator Loss: 1.3896... Generator Loss: 0.5558 Epoch 13/30... Discriminator Loss: 1.1661... Generator Loss: 0.7434 Epoch 13/30... Discriminator Loss: 1.4913... Generator Loss: 1.1708 Epoch 13/30... Discriminator Loss: 1.7229... Generator Loss: 0.3273 Epoch 13/30... Discriminator Loss: 1.1626... Generator Loss: 0.8642
Epoch 13/30... Discriminator Loss: 1.3351... Generator Loss: 0.5093 Epoch 13/30... Discriminator Loss: 1.3011... Generator Loss: 0.7886 Epoch 13/30... Discriminator Loss: 1.2941... Generator Loss: 0.8609 Epoch 13/30... Discriminator Loss: 1.2538... Generator Loss: 0.5791 Epoch 13/30... Discriminator Loss: 1.9244... Generator Loss: 0.2154 Epoch 13/30... Discriminator Loss: 1.2223... Generator Loss: 1.1600 epoch_i 13 Epoch 14/30... Discriminator Loss: 1.4045... Generator Loss: 1.2872 Epoch 14/30... Discriminator Loss: 1.1934... Generator Loss: 0.9600 Epoch 14/30... Discriminator Loss: 1.3575... Generator Loss: 0.6354 Epoch 14/30... Discriminator Loss: 1.4004... Generator Loss: 0.6852
Epoch 14/30... Discriminator Loss: 1.2260... Generator Loss: 0.9956 Epoch 14/30... Discriminator Loss: 1.1974... Generator Loss: 0.7814 Epoch 14/30... Discriminator Loss: 1.4602... Generator Loss: 0.4141 Epoch 14/30... Discriminator Loss: 1.4601... Generator Loss: 0.8413 Epoch 14/30... Discriminator Loss: 1.3319... Generator Loss: 0.7517 Epoch 14/30... Discriminator Loss: 1.3475... Generator Loss: 0.6185 Epoch 14/30... Discriminator Loss: 1.8312... Generator Loss: 1.2598 Epoch 14/30... Discriminator Loss: 1.2037... Generator Loss: 0.9722 Epoch 14/30... Discriminator Loss: 0.9966... Generator Loss: 1.2412 Epoch 14/30... Discriminator Loss: 1.2035... Generator Loss: 0.6568
Epoch 14/30... Discriminator Loss: 1.9556... Generator Loss: 0.2358 Epoch 14/30... Discriminator Loss: 1.4555... Generator Loss: 0.5061 Epoch 14/30... Discriminator Loss: 1.3742... Generator Loss: 0.6538 Epoch 14/30... Discriminator Loss: 1.7466... Generator Loss: 0.4286 Epoch 14/30... Discriminator Loss: 1.4241... Generator Loss: 0.6352 Epoch 14/30... Discriminator Loss: 1.2709... Generator Loss: 0.5795 Epoch 14/30... Discriminator Loss: 1.3303... Generator Loss: 0.8878 Epoch 14/30... Discriminator Loss: 1.3114... Generator Loss: 0.6494 Epoch 14/30... Discriminator Loss: 1.4434... Generator Loss: 0.5190 Epoch 14/30... Discriminator Loss: 1.3830... Generator Loss: 0.8000
Epoch 14/30... Discriminator Loss: 1.0199... Generator Loss: 1.1237 Epoch 14/30... Discriminator Loss: 1.1844... Generator Loss: 1.4886 Epoch 14/30... Discriminator Loss: 1.3482... Generator Loss: 0.5878 Epoch 14/30... Discriminator Loss: 1.4099... Generator Loss: 0.9078 Epoch 14/30... Discriminator Loss: 1.2308... Generator Loss: 0.6901 Epoch 14/30... Discriminator Loss: 1.4081... Generator Loss: 0.8573 Epoch 14/30... Discriminator Loss: 1.7646... Generator Loss: 0.3167 Epoch 14/30... Discriminator Loss: 1.0776... Generator Loss: 0.8132 Epoch 14/30... Discriminator Loss: 1.0437... Generator Loss: 0.8407 Epoch 14/30... Discriminator Loss: 1.5801... Generator Loss: 0.3500
Epoch 14/30... Discriminator Loss: 1.4052... Generator Loss: 0.6404 Epoch 14/30... Discriminator Loss: 1.2607... Generator Loss: 0.8338 Epoch 14/30... Discriminator Loss: 1.3121... Generator Loss: 0.6319 Epoch 14/30... Discriminator Loss: 1.4660... Generator Loss: 0.8530 Epoch 14/30... Discriminator Loss: 1.3507... Generator Loss: 0.8528 Epoch 14/30... Discriminator Loss: 1.5508... Generator Loss: 0.4306 Epoch 14/30... Discriminator Loss: 1.2679... Generator Loss: 0.6106 Epoch 14/30... Discriminator Loss: 1.3099... Generator Loss: 0.6045 Epoch 14/30... Discriminator Loss: 1.3321... Generator Loss: 0.6467 Epoch 14/30... Discriminator Loss: 1.2982... Generator Loss: 0.6054
Epoch 14/30... Discriminator Loss: 1.1989... Generator Loss: 0.7874 Epoch 14/30... Discriminator Loss: 1.2403... Generator Loss: 0.9145 Epoch 14/30... Discriminator Loss: 1.4125... Generator Loss: 0.6129 Epoch 14/30... Discriminator Loss: 1.2471... Generator Loss: 1.0876 Epoch 14/30... Discriminator Loss: 1.1863... Generator Loss: 0.9793 Epoch 14/30... Discriminator Loss: 1.2105... Generator Loss: 0.7969 Epoch 14/30... Discriminator Loss: 1.1308... Generator Loss: 0.9138 Epoch 14/30... Discriminator Loss: 1.3704... Generator Loss: 0.7780 Epoch 14/30... Discriminator Loss: 1.2326... Generator Loss: 0.6806 Epoch 14/30... Discriminator Loss: 1.5182... Generator Loss: 0.4416
Epoch 14/30... Discriminator Loss: 1.5950... Generator Loss: 0.6759 Epoch 14/30... Discriminator Loss: 1.4771... Generator Loss: 0.4457 Epoch 14/30... Discriminator Loss: 1.2347... Generator Loss: 0.6333 Epoch 14/30... Discriminator Loss: 1.1889... Generator Loss: 0.7543 Epoch 14/30... Discriminator Loss: 1.1202... Generator Loss: 0.9571 Epoch 14/30... Discriminator Loss: 1.2499... Generator Loss: 0.7399 Epoch 14/30... Discriminator Loss: 1.4226... Generator Loss: 0.4989 Epoch 14/30... Discriminator Loss: 1.1344... Generator Loss: 0.7123 Epoch 14/30... Discriminator Loss: 1.4004... Generator Loss: 0.4335 Epoch 14/30... Discriminator Loss: 1.4929... Generator Loss: 0.4130
Epoch 14/30... Discriminator Loss: 1.0950... Generator Loss: 0.8908 Epoch 14/30... Discriminator Loss: 1.2699... Generator Loss: 0.8875 Epoch 14/30... Discriminator Loss: 1.3966... Generator Loss: 1.0363 Epoch 14/30... Discriminator Loss: 1.4344... Generator Loss: 0.5027 Epoch 14/30... Discriminator Loss: 1.0084... Generator Loss: 0.9365 Epoch 14/30... Discriminator Loss: 1.3030... Generator Loss: 0.6358 Epoch 14/30... Discriminator Loss: 1.3519... Generator Loss: 0.6202 Epoch 14/30... Discriminator Loss: 1.9472... Generator Loss: 0.5129 Epoch 14/30... Discriminator Loss: 1.6745... Generator Loss: 1.6192 Epoch 14/30... Discriminator Loss: 1.5387... Generator Loss: 0.3847
Epoch 14/30... Discriminator Loss: 1.1630... Generator Loss: 0.8735 Epoch 14/30... Discriminator Loss: 1.4071... Generator Loss: 1.4377 Epoch 14/30... Discriminator Loss: 1.2172... Generator Loss: 0.5552 Epoch 14/30... Discriminator Loss: 1.1812... Generator Loss: 0.7128 Epoch 14/30... Discriminator Loss: 1.2844... Generator Loss: 0.6962 Epoch 14/30... Discriminator Loss: 1.5326... Generator Loss: 0.7146 Epoch 14/30... Discriminator Loss: 1.3530... Generator Loss: 0.4949 Epoch 14/30... Discriminator Loss: 1.2704... Generator Loss: 0.6781 Epoch 14/30... Discriminator Loss: 1.3511... Generator Loss: 0.9895 Epoch 14/30... Discriminator Loss: 1.2203... Generator Loss: 0.8516
Epoch 14/30... Discriminator Loss: 1.3398... Generator Loss: 0.6081 Epoch 14/30... Discriminator Loss: 1.2000... Generator Loss: 0.8929 Epoch 14/30... Discriminator Loss: 1.0676... Generator Loss: 0.9115 Epoch 14/30... Discriminator Loss: 1.4478... Generator Loss: 0.7703 Epoch 14/30... Discriminator Loss: 1.3055... Generator Loss: 0.9560 Epoch 14/30... Discriminator Loss: 1.2033... Generator Loss: 0.9598 Epoch 14/30... Discriminator Loss: 1.1674... Generator Loss: 0.8352 Epoch 14/30... Discriminator Loss: 1.5253... Generator Loss: 1.4599 Epoch 14/30... Discriminator Loss: 1.7195... Generator Loss: 0.4131 Epoch 14/30... Discriminator Loss: 1.3580... Generator Loss: 0.8764
Epoch 14/30... Discriminator Loss: 1.3604... Generator Loss: 0.6174 Epoch 14/30... Discriminator Loss: 1.2695... Generator Loss: 1.0337 Epoch 14/30... Discriminator Loss: 1.2538... Generator Loss: 0.8555 Epoch 14/30... Discriminator Loss: 1.4154... Generator Loss: 0.7799 Epoch 14/30... Discriminator Loss: 1.4901... Generator Loss: 0.4294 Epoch 14/30... Discriminator Loss: 1.4027... Generator Loss: 0.5125 Epoch 14/30... Discriminator Loss: 1.3547... Generator Loss: 0.8625 Epoch 14/30... Discriminator Loss: 1.3897... Generator Loss: 0.5492 Epoch 14/30... Discriminator Loss: 1.3311... Generator Loss: 0.9401 Epoch 14/30... Discriminator Loss: 1.4029... Generator Loss: 0.5511
Epoch 14/30... Discriminator Loss: 1.1431... Generator Loss: 0.8335 Epoch 14/30... Discriminator Loss: 1.3269... Generator Loss: 0.6388 Epoch 14/30... Discriminator Loss: 1.3258... Generator Loss: 0.6642 Epoch 14/30... Discriminator Loss: 1.3223... Generator Loss: 0.5539 Epoch 14/30... Discriminator Loss: 1.1734... Generator Loss: 1.0616 Epoch 14/30... Discriminator Loss: 1.0873... Generator Loss: 1.4487 Epoch 14/30... Discriminator Loss: 1.5686... Generator Loss: 0.4096 Epoch 14/30... Discriminator Loss: 1.1448... Generator Loss: 0.9835 Epoch 14/30... Discriminator Loss: 1.1638... Generator Loss: 1.1111 Epoch 14/30... Discriminator Loss: 1.3481... Generator Loss: 0.5106
Epoch 14/30... Discriminator Loss: 1.4467... Generator Loss: 0.3842 Epoch 14/30... Discriminator Loss: 1.4341... Generator Loss: 0.7120 Epoch 14/30... Discriminator Loss: 1.4112... Generator Loss: 0.4684 Epoch 14/30... Discriminator Loss: 1.4205... Generator Loss: 0.6248 Epoch 14/30... Discriminator Loss: 1.4031... Generator Loss: 0.4080 Epoch 14/30... Discriminator Loss: 1.2865... Generator Loss: 0.7266 Epoch 14/30... Discriminator Loss: 1.4247... Generator Loss: 0.7921 Epoch 14/30... Discriminator Loss: 1.3770... Generator Loss: 0.6542 Epoch 14/30... Discriminator Loss: 1.0526... Generator Loss: 1.0592 Epoch 14/30... Discriminator Loss: 1.2403... Generator Loss: 0.5200
Epoch 14/30... Discriminator Loss: 1.1385... Generator Loss: 1.3859 Epoch 14/30... Discriminator Loss: 1.1873... Generator Loss: 1.0089 Epoch 14/30... Discriminator Loss: 1.3519... Generator Loss: 0.8692 Epoch 14/30... Discriminator Loss: 1.4613... Generator Loss: 0.5294 Epoch 14/30... Discriminator Loss: 1.4091... Generator Loss: 0.4707 Epoch 14/30... Discriminator Loss: 1.4294... Generator Loss: 0.7732 Epoch 14/30... Discriminator Loss: 1.6535... Generator Loss: 1.5480 Epoch 14/30... Discriminator Loss: 1.3567... Generator Loss: 0.8861 Epoch 14/30... Discriminator Loss: 1.2916... Generator Loss: 0.9379 Epoch 14/30... Discriminator Loss: 1.3827... Generator Loss: 0.6139
Epoch 14/30... Discriminator Loss: 1.6090... Generator Loss: 0.3862 Epoch 14/30... Discriminator Loss: 1.2163... Generator Loss: 0.7392 Epoch 14/30... Discriminator Loss: 1.6597... Generator Loss: 0.7150 Epoch 14/30... Discriminator Loss: 1.3642... Generator Loss: 0.7590 Epoch 14/30... Discriminator Loss: 1.6327... Generator Loss: 0.4650 Epoch 14/30... Discriminator Loss: 1.4504... Generator Loss: 0.7131 Epoch 14/30... Discriminator Loss: 1.5230... Generator Loss: 1.2977 Epoch 14/30... Discriminator Loss: 1.3125... Generator Loss: 0.7113 Epoch 14/30... Discriminator Loss: 1.1628... Generator Loss: 0.9921 Epoch 14/30... Discriminator Loss: 1.1769... Generator Loss: 0.7034
Epoch 14/30... Discriminator Loss: 1.4543... Generator Loss: 0.8415 Epoch 14/30... Discriminator Loss: 1.4285... Generator Loss: 0.5640 Epoch 14/30... Discriminator Loss: 1.3477... Generator Loss: 1.2456 Epoch 14/30... Discriminator Loss: 1.2011... Generator Loss: 1.3597 Epoch 14/30... Discriminator Loss: 1.4471... Generator Loss: 0.4692 Epoch 14/30... Discriminator Loss: 1.3784... Generator Loss: 0.7026 Epoch 14/30... Discriminator Loss: 1.5097... Generator Loss: 0.4155 Epoch 14/30... Discriminator Loss: 1.3912... Generator Loss: 0.5823 Epoch 14/30... Discriminator Loss: 1.3532... Generator Loss: 0.7479 Epoch 14/30... Discriminator Loss: 1.5325... Generator Loss: 0.4904
Epoch 14/30... Discriminator Loss: 1.2721... Generator Loss: 0.6744 Epoch 14/30... Discriminator Loss: 1.2740... Generator Loss: 1.7069 Epoch 14/30... Discriminator Loss: 1.0426... Generator Loss: 0.6958 Epoch 14/30... Discriminator Loss: 1.0949... Generator Loss: 0.9433 epoch_i 14 Epoch 15/30... Discriminator Loss: 1.2292... Generator Loss: 0.6835 Epoch 15/30... Discriminator Loss: 1.2939... Generator Loss: 0.7425 Epoch 15/30... Discriminator Loss: 1.2562... Generator Loss: 0.6983 Epoch 15/30... Discriminator Loss: 1.2969... Generator Loss: 0.6904 Epoch 15/30... Discriminator Loss: 1.4988... Generator Loss: 0.4449 Epoch 15/30... Discriminator Loss: 1.3396... Generator Loss: 0.9858
Epoch 15/30... Discriminator Loss: 1.3408... Generator Loss: 0.7404 Epoch 15/30... Discriminator Loss: 1.2989... Generator Loss: 0.8008 Epoch 15/30... Discriminator Loss: 1.2644... Generator Loss: 0.9097 Epoch 15/30... Discriminator Loss: 1.2194... Generator Loss: 0.5848 Epoch 15/30... Discriminator Loss: 1.3218... Generator Loss: 0.8142 Epoch 15/30... Discriminator Loss: 1.3208... Generator Loss: 0.7323 Epoch 15/30... Discriminator Loss: 1.3263... Generator Loss: 0.5598 Epoch 15/30... Discriminator Loss: 1.2597... Generator Loss: 0.6800 Epoch 15/30... Discriminator Loss: 1.2053... Generator Loss: 0.9313 Epoch 15/30... Discriminator Loss: 1.5242... Generator Loss: 0.4169
Epoch 15/30... Discriminator Loss: 1.4427... Generator Loss: 0.4493 Epoch 15/30... Discriminator Loss: 1.3021... Generator Loss: 0.6877 Epoch 15/30... Discriminator Loss: 1.4241... Generator Loss: 1.1285 Epoch 15/30... Discriminator Loss: 1.4098... Generator Loss: 0.9991 Epoch 15/30... Discriminator Loss: 1.3220... Generator Loss: 0.6354 Epoch 15/30... Discriminator Loss: 1.3959... Generator Loss: 0.5244 Epoch 15/30... Discriminator Loss: 1.6775... Generator Loss: 0.3736 Epoch 15/30... Discriminator Loss: 1.4064... Generator Loss: 0.5889 Epoch 15/30... Discriminator Loss: 1.4426... Generator Loss: 1.1525 Epoch 15/30... Discriminator Loss: 1.3339... Generator Loss: 0.9718
Epoch 15/30... Discriminator Loss: 1.3001... Generator Loss: 0.5799 Epoch 15/30... Discriminator Loss: 1.4816... Generator Loss: 0.4105 Epoch 15/30... Discriminator Loss: 1.3418... Generator Loss: 0.5972 Epoch 15/30... Discriminator Loss: 1.3521... Generator Loss: 0.5377 Epoch 15/30... Discriminator Loss: 1.3079... Generator Loss: 0.7311 Epoch 15/30... Discriminator Loss: 1.5515... Generator Loss: 0.4367 Epoch 15/30... Discriminator Loss: 1.2893... Generator Loss: 1.0064 Epoch 15/30... Discriminator Loss: 1.7404... Generator Loss: 0.3039 Epoch 15/30... Discriminator Loss: 1.3555... Generator Loss: 0.9105 Epoch 15/30... Discriminator Loss: 1.3739... Generator Loss: 0.4815
Epoch 15/30... Discriminator Loss: 1.3702... Generator Loss: 0.6162 Epoch 15/30... Discriminator Loss: 1.1193... Generator Loss: 0.9784 Epoch 15/30... Discriminator Loss: 1.5275... Generator Loss: 0.6475 Epoch 15/30... Discriminator Loss: 1.2390... Generator Loss: 0.7362 Epoch 15/30... Discriminator Loss: 1.3404... Generator Loss: 0.7045 Epoch 15/30... Discriminator Loss: 1.4268... Generator Loss: 0.5016 Epoch 15/30... Discriminator Loss: 1.3707... Generator Loss: 0.5971 Epoch 15/30... Discriminator Loss: 1.1889... Generator Loss: 0.8264 Epoch 15/30... Discriminator Loss: 1.3830... Generator Loss: 0.6844 Epoch 15/30... Discriminator Loss: 1.1152... Generator Loss: 1.0535
Epoch 15/30... Discriminator Loss: 1.2817... Generator Loss: 0.7790 Epoch 15/30... Discriminator Loss: 1.3818... Generator Loss: 0.6294 Epoch 15/30... Discriminator Loss: 1.2950... Generator Loss: 0.8125 Epoch 15/30... Discriminator Loss: 1.2351... Generator Loss: 0.8258 Epoch 15/30... Discriminator Loss: 1.2958... Generator Loss: 0.7962 Epoch 15/30... Discriminator Loss: 1.4712... Generator Loss: 0.5279 Epoch 15/30... Discriminator Loss: 1.3342... Generator Loss: 0.6210 Epoch 15/30... Discriminator Loss: 1.3330... Generator Loss: 0.6817 Epoch 15/30... Discriminator Loss: 1.1982... Generator Loss: 0.8550 Epoch 15/30... Discriminator Loss: 1.4170... Generator Loss: 0.8034
Epoch 15/30... Discriminator Loss: 1.6356... Generator Loss: 0.3478 Epoch 15/30... Discriminator Loss: 1.1510... Generator Loss: 0.9061 Epoch 15/30... Discriminator Loss: 1.1699... Generator Loss: 0.6627 Epoch 15/30... Discriminator Loss: 1.3317... Generator Loss: 0.6159 Epoch 15/30... Discriminator Loss: 1.5399... Generator Loss: 0.4601 Epoch 15/30... Discriminator Loss: 1.1911... Generator Loss: 1.1454 Epoch 15/30... Discriminator Loss: 1.3951... Generator Loss: 0.5896 Epoch 15/30... Discriminator Loss: 1.3411... Generator Loss: 0.6116 Epoch 15/30... Discriminator Loss: 1.4371... Generator Loss: 0.9719 Epoch 15/30... Discriminator Loss: 1.4609... Generator Loss: 0.4615
Epoch 15/30... Discriminator Loss: 1.4416... Generator Loss: 0.5045 Epoch 15/30... Discriminator Loss: 1.3137... Generator Loss: 0.7907 Epoch 15/30... Discriminator Loss: 1.2349... Generator Loss: 0.6548 Epoch 15/30... Discriminator Loss: 1.2483... Generator Loss: 0.8835 Epoch 15/30... Discriminator Loss: 1.2615... Generator Loss: 0.6552 Epoch 15/30... Discriminator Loss: 1.2906... Generator Loss: 1.0490 Epoch 15/30... Discriminator Loss: 1.2534... Generator Loss: 0.7508 Epoch 15/30... Discriminator Loss: 0.9432... Generator Loss: 1.2860 Epoch 15/30... Discriminator Loss: 1.3519... Generator Loss: 0.6425 Epoch 15/30... Discriminator Loss: 1.3518... Generator Loss: 0.7912
Epoch 15/30... Discriminator Loss: 1.4669... Generator Loss: 0.8433 Epoch 15/30... Discriminator Loss: 1.1127... Generator Loss: 0.8778 Epoch 15/30... Discriminator Loss: 1.3388... Generator Loss: 0.6118 Epoch 15/30... Discriminator Loss: 1.1043... Generator Loss: 0.7835 Epoch 15/30... Discriminator Loss: 0.9274... Generator Loss: 1.0569 Epoch 15/30... Discriminator Loss: 1.5983... Generator Loss: 0.3274 Epoch 15/30... Discriminator Loss: 1.3538... Generator Loss: 0.6352 Epoch 15/30... Discriminator Loss: 1.1696... Generator Loss: 0.5803 Epoch 15/30... Discriminator Loss: 1.4200... Generator Loss: 0.9225 Epoch 15/30... Discriminator Loss: 1.1595... Generator Loss: 0.9684
Epoch 15/30... Discriminator Loss: 1.2170... Generator Loss: 0.5612 Epoch 15/30... Discriminator Loss: 1.3278... Generator Loss: 1.0534 Epoch 15/30... Discriminator Loss: 1.2533... Generator Loss: 0.5994 Epoch 15/30... Discriminator Loss: 1.2685... Generator Loss: 0.5704 Epoch 15/30... Discriminator Loss: 1.4528... Generator Loss: 0.5100 Epoch 15/30... Discriminator Loss: 1.2349... Generator Loss: 0.7753 Epoch 15/30... Discriminator Loss: 1.3003... Generator Loss: 0.7619 Epoch 15/30... Discriminator Loss: 1.2095... Generator Loss: 0.8396 Epoch 15/30... Discriminator Loss: 1.3169... Generator Loss: 0.8665 Epoch 15/30... Discriminator Loss: 1.7430... Generator Loss: 0.2899
Epoch 15/30... Discriminator Loss: 2.3063... Generator Loss: 0.9948 Epoch 15/30... Discriminator Loss: 1.3569... Generator Loss: 0.6592 Epoch 15/30... Discriminator Loss: 1.5002... Generator Loss: 0.3790 Epoch 15/30... Discriminator Loss: 1.3616... Generator Loss: 0.8360 Epoch 15/30... Discriminator Loss: 1.6009... Generator Loss: 0.6044 Epoch 15/30... Discriminator Loss: 1.5038... Generator Loss: 0.4161 Epoch 15/30... Discriminator Loss: 1.3352... Generator Loss: 0.7957 Epoch 15/30... Discriminator Loss: 1.4146... Generator Loss: 0.5236 Epoch 15/30... Discriminator Loss: 1.0414... Generator Loss: 0.8932 Epoch 15/30... Discriminator Loss: 1.3448... Generator Loss: 0.7911
Epoch 15/30... Discriminator Loss: 1.4122... Generator Loss: 0.5046 Epoch 15/30... Discriminator Loss: 1.3830... Generator Loss: 0.6666 Epoch 15/30... Discriminator Loss: 1.1379... Generator Loss: 1.3187 Epoch 15/30... Discriminator Loss: 1.4086... Generator Loss: 0.5851 Epoch 15/30... Discriminator Loss: 1.2157... Generator Loss: 0.8763 Epoch 15/30... Discriminator Loss: 1.8457... Generator Loss: 0.9449 Epoch 15/30... Discriminator Loss: 1.2964... Generator Loss: 0.6409 Epoch 15/30... Discriminator Loss: 1.3455... Generator Loss: 0.5515 Epoch 15/30... Discriminator Loss: 1.3259... Generator Loss: 0.5569 Epoch 15/30... Discriminator Loss: 1.3238... Generator Loss: 0.6482
Epoch 15/30... Discriminator Loss: 1.3614... Generator Loss: 0.5947 Epoch 15/30... Discriminator Loss: 1.1400... Generator Loss: 0.7132 Epoch 15/30... Discriminator Loss: 1.3075... Generator Loss: 0.7586 Epoch 15/30... Discriminator Loss: 1.1994... Generator Loss: 0.7981 Epoch 15/30... Discriminator Loss: 1.3631... Generator Loss: 0.6907 Epoch 15/30... Discriminator Loss: 1.3631... Generator Loss: 0.6832 Epoch 15/30... Discriminator Loss: 1.4819... Generator Loss: 0.5041 Epoch 15/30... Discriminator Loss: 1.2910... Generator Loss: 0.4916 Epoch 15/30... Discriminator Loss: 1.8981... Generator Loss: 0.2086 Epoch 15/30... Discriminator Loss: 1.3145... Generator Loss: 0.9656
Epoch 15/30... Discriminator Loss: 1.2663... Generator Loss: 0.7445 Epoch 15/30... Discriminator Loss: 1.4033... Generator Loss: 0.7552 Epoch 15/30... Discriminator Loss: 1.2284... Generator Loss: 0.7224 Epoch 15/30... Discriminator Loss: 1.4981... Generator Loss: 0.4678 Epoch 15/30... Discriminator Loss: 1.1222... Generator Loss: 0.9313 Epoch 15/30... Discriminator Loss: 1.4949... Generator Loss: 0.4002 Epoch 15/30... Discriminator Loss: 1.1741... Generator Loss: 0.7265 Epoch 15/30... Discriminator Loss: 1.3097... Generator Loss: 0.7313 Epoch 15/30... Discriminator Loss: 0.9300... Generator Loss: 0.6764 Epoch 15/30... Discriminator Loss: 1.3731... Generator Loss: 1.1740
Epoch 15/30... Discriminator Loss: 1.4233... Generator Loss: 0.5250 Epoch 15/30... Discriminator Loss: 1.1243... Generator Loss: 1.4181 Epoch 15/30... Discriminator Loss: 1.3226... Generator Loss: 1.0021 Epoch 15/30... Discriminator Loss: 1.3323... Generator Loss: 0.8191 Epoch 15/30... Discriminator Loss: 1.2455... Generator Loss: 0.8607 Epoch 15/30... Discriminator Loss: 1.5080... Generator Loss: 0.4872 Epoch 15/30... Discriminator Loss: 1.1656... Generator Loss: 0.8802 Epoch 15/30... Discriminator Loss: 1.1120... Generator Loss: 0.9280 Epoch 15/30... Discriminator Loss: 1.2684... Generator Loss: 0.7523 Epoch 15/30... Discriminator Loss: 1.1923... Generator Loss: 1.8682
Epoch 15/30... Discriminator Loss: 1.4487... Generator Loss: 0.3890 Epoch 15/30... Discriminator Loss: 1.4771... Generator Loss: 0.8976 Epoch 15/30... Discriminator Loss: 1.1081... Generator Loss: 0.7146 Epoch 15/30... Discriminator Loss: 1.1854... Generator Loss: 0.8027 Epoch 15/30... Discriminator Loss: 1.3688... Generator Loss: 0.4857 Epoch 15/30... Discriminator Loss: 1.3414... Generator Loss: 0.4104 Epoch 15/30... Discriminator Loss: 1.1345... Generator Loss: 1.1367 Epoch 15/30... Discriminator Loss: 1.3404... Generator Loss: 0.8237 Epoch 15/30... Discriminator Loss: 1.5555... Generator Loss: 0.6537 Epoch 15/30... Discriminator Loss: 1.2072... Generator Loss: 0.9775
Epoch 15/30... Discriminator Loss: 1.5644... Generator Loss: 0.4869 Epoch 15/30... Discriminator Loss: 1.4971... Generator Loss: 0.4657 Epoch 15/30... Discriminator Loss: 1.3153... Generator Loss: 0.6080 epoch_i 15 Epoch 16/30... Discriminator Loss: 1.2738... Generator Loss: 0.5993 Epoch 16/30... Discriminator Loss: 1.3344... Generator Loss: 0.9123 Epoch 16/30... Discriminator Loss: 1.1823... Generator Loss: 0.7622 Epoch 16/30... Discriminator Loss: 1.2630... Generator Loss: 0.5928 Epoch 16/30... Discriminator Loss: 1.0933... Generator Loss: 1.2464 Epoch 16/30... Discriminator Loss: 1.4672... Generator Loss: 1.3135 Epoch 16/30... Discriminator Loss: 1.3667... Generator Loss: 0.4166
Epoch 16/30... Discriminator Loss: 1.4280... Generator Loss: 0.7416 Epoch 16/30... Discriminator Loss: 1.5167... Generator Loss: 0.4684 Epoch 16/30... Discriminator Loss: 1.3578... Generator Loss: 0.7187 Epoch 16/30... Discriminator Loss: 1.1292... Generator Loss: 0.7312 Epoch 16/30... Discriminator Loss: 1.5402... Generator Loss: 1.3056 Epoch 16/30... Discriminator Loss: 1.4704... Generator Loss: 0.5122 Epoch 16/30... Discriminator Loss: 1.3836... Generator Loss: 0.6183 Epoch 16/30... Discriminator Loss: 1.1718... Generator Loss: 1.0015 Epoch 16/30... Discriminator Loss: 1.2215... Generator Loss: 0.9054 Epoch 16/30... Discriminator Loss: 1.5437... Generator Loss: 0.3258
Epoch 16/30... Discriminator Loss: 1.2701... Generator Loss: 0.5781 Epoch 16/30... Discriminator Loss: 1.1263... Generator Loss: 0.8516 Epoch 16/30... Discriminator Loss: 1.4177... Generator Loss: 0.4872 Epoch 16/30... Discriminator Loss: 1.4153... Generator Loss: 0.8381 Epoch 16/30... Discriminator Loss: 1.3573... Generator Loss: 0.8218 Epoch 16/30... Discriminator Loss: 1.2889... Generator Loss: 0.5294 Epoch 16/30... Discriminator Loss: 1.5291... Generator Loss: 1.2209 Epoch 16/30... Discriminator Loss: 1.4406... Generator Loss: 0.6509 Epoch 16/30... Discriminator Loss: 1.1387... Generator Loss: 0.8113 Epoch 16/30... Discriminator Loss: 1.2507... Generator Loss: 0.7615
Epoch 16/30... Discriminator Loss: 1.2500... Generator Loss: 0.7292 Epoch 16/30... Discriminator Loss: 1.3791... Generator Loss: 0.7012 Epoch 16/30... Discriminator Loss: 1.6070... Generator Loss: 0.7610 Epoch 16/30... Discriminator Loss: 1.4891... Generator Loss: 0.6956 Epoch 16/30... Discriminator Loss: 1.2743... Generator Loss: 0.8918 Epoch 16/30... Discriminator Loss: 1.3522... Generator Loss: 0.5976 Epoch 16/30... Discriminator Loss: 1.5892... Generator Loss: 1.0508 Epoch 16/30... Discriminator Loss: 1.4312... Generator Loss: 0.5011 Epoch 16/30... Discriminator Loss: 1.4211... Generator Loss: 0.5982 Epoch 16/30... Discriminator Loss: 1.1008... Generator Loss: 0.7376
Epoch 16/30... Discriminator Loss: 1.6710... Generator Loss: 0.5999 Epoch 16/30... Discriminator Loss: 1.6677... Generator Loss: 0.6850 Epoch 16/30... Discriminator Loss: 1.3131... Generator Loss: 0.5804 Epoch 16/30... Discriminator Loss: 1.8419... Generator Loss: 0.3261 Epoch 16/30... Discriminator Loss: 1.0571... Generator Loss: 0.8655 Epoch 16/30... Discriminator Loss: 1.4427... Generator Loss: 0.6934 Epoch 16/30... Discriminator Loss: 1.4777... Generator Loss: 1.3466 Epoch 16/30... Discriminator Loss: 1.2632... Generator Loss: 0.8501 Epoch 16/30... Discriminator Loss: 1.1742... Generator Loss: 0.7428 Epoch 16/30... Discriminator Loss: 1.5188... Generator Loss: 0.9245
Epoch 16/30... Discriminator Loss: 1.2800... Generator Loss: 0.9840 Epoch 16/30... Discriminator Loss: 1.2818... Generator Loss: 0.8779 Epoch 16/30... Discriminator Loss: 1.2980... Generator Loss: 0.6703 Epoch 16/30... Discriminator Loss: 1.1959... Generator Loss: 0.6803 Epoch 16/30... Discriminator Loss: 1.2969... Generator Loss: 0.9013 Epoch 16/30... Discriminator Loss: 1.4787... Generator Loss: 0.4880 Epoch 16/30... Discriminator Loss: 1.3072... Generator Loss: 0.6347 Epoch 16/30... Discriminator Loss: 1.3870... Generator Loss: 0.5257 Epoch 16/30... Discriminator Loss: 1.5724... Generator Loss: 0.3549 Epoch 16/30... Discriminator Loss: 1.3620... Generator Loss: 1.0505
Epoch 16/30... Discriminator Loss: 1.4883... Generator Loss: 0.5797 Epoch 16/30... Discriminator Loss: 1.2779... Generator Loss: 0.7525 Epoch 16/30... Discriminator Loss: 1.3874... Generator Loss: 0.5473 Epoch 16/30... Discriminator Loss: 1.1944... Generator Loss: 1.0614 Epoch 16/30... Discriminator Loss: 1.7971... Generator Loss: 0.2891 Epoch 16/30... Discriminator Loss: 1.6406... Generator Loss: 0.6211 Epoch 16/30... Discriminator Loss: 1.3581... Generator Loss: 1.0067 Epoch 16/30... Discriminator Loss: 1.3213... Generator Loss: 0.5761 Epoch 16/30... Discriminator Loss: 1.3432... Generator Loss: 0.7861 Epoch 16/30... Discriminator Loss: 1.3959... Generator Loss: 0.5739
Epoch 16/30... Discriminator Loss: 1.4452... Generator Loss: 0.6499 Epoch 16/30... Discriminator Loss: 1.4322... Generator Loss: 0.6786 Epoch 16/30... Discriminator Loss: 1.4010... Generator Loss: 0.6543 Epoch 16/30... Discriminator Loss: 1.2292... Generator Loss: 0.8054 Epoch 16/30... Discriminator Loss: 1.4886... Generator Loss: 0.5399 Epoch 16/30... Discriminator Loss: 1.2993... Generator Loss: 0.8258 Epoch 16/30... Discriminator Loss: 1.7183... Generator Loss: 0.7975 Epoch 16/30... Discriminator Loss: 1.3153... Generator Loss: 0.9479 Epoch 16/30... Discriminator Loss: 1.3250... Generator Loss: 1.1462 Epoch 16/30... Discriminator Loss: 1.2432... Generator Loss: 0.6162
Epoch 16/30... Discriminator Loss: 1.4350... Generator Loss: 0.7048 Epoch 16/30... Discriminator Loss: 1.2888... Generator Loss: 0.8179 Epoch 16/30... Discriminator Loss: 1.1793... Generator Loss: 0.6759 Epoch 16/30... Discriminator Loss: 1.3569... Generator Loss: 0.7702 Epoch 16/30... Discriminator Loss: 1.1951... Generator Loss: 0.7481 Epoch 16/30... Discriminator Loss: 1.3391... Generator Loss: 0.6536 Epoch 16/30... Discriminator Loss: 1.2195... Generator Loss: 0.7730 Epoch 16/30... Discriminator Loss: 1.4497... Generator Loss: 0.7966 Epoch 16/30... Discriminator Loss: 1.2955... Generator Loss: 0.9751 Epoch 16/30... Discriminator Loss: 1.4023... Generator Loss: 0.9880
Epoch 16/30... Discriminator Loss: 1.3902... Generator Loss: 0.6968 Epoch 16/30... Discriminator Loss: 1.2664... Generator Loss: 0.6204 Epoch 16/30... Discriminator Loss: 1.4497... Generator Loss: 0.4577 Epoch 16/30... Discriminator Loss: 1.4028... Generator Loss: 0.7393 Epoch 16/30... Discriminator Loss: 1.3350... Generator Loss: 0.5698 Epoch 16/30... Discriminator Loss: 1.1890... Generator Loss: 0.7010 Epoch 16/30... Discriminator Loss: 1.4843... Generator Loss: 0.4560 Epoch 16/30... Discriminator Loss: 1.5371... Generator Loss: 0.4828 Epoch 16/30... Discriminator Loss: 1.3226... Generator Loss: 0.5796 Epoch 16/30... Discriminator Loss: 1.3073... Generator Loss: 0.7236
Epoch 16/30... Discriminator Loss: 1.3390... Generator Loss: 0.6203 Epoch 16/30... Discriminator Loss: 1.3538... Generator Loss: 0.6374 Epoch 16/30... Discriminator Loss: 1.3590... Generator Loss: 0.5477 Epoch 16/30... Discriminator Loss: 1.3457... Generator Loss: 0.8647 Epoch 16/30... Discriminator Loss: 1.4287... Generator Loss: 0.5556 Epoch 16/30... Discriminator Loss: 1.4147... Generator Loss: 0.5672 Epoch 16/30... Discriminator Loss: 1.3190... Generator Loss: 0.5897 Epoch 16/30... Discriminator Loss: 1.3974... Generator Loss: 0.7536 Epoch 16/30... Discriminator Loss: 1.1340... Generator Loss: 0.8444 Epoch 16/30... Discriminator Loss: 1.3306... Generator Loss: 0.4740
Epoch 16/30... Discriminator Loss: 1.3707... Generator Loss: 0.4986 Epoch 16/30... Discriminator Loss: 1.3841... Generator Loss: 0.4936 Epoch 16/30... Discriminator Loss: 1.2595... Generator Loss: 0.8315 Epoch 16/30... Discriminator Loss: 1.3150... Generator Loss: 1.1606 Epoch 16/30... Discriminator Loss: 1.5866... Generator Loss: 1.0081 Epoch 16/30... Discriminator Loss: 1.4407... Generator Loss: 0.4390 Epoch 16/30... Discriminator Loss: 1.1983... Generator Loss: 0.6181 Epoch 16/30... Discriminator Loss: 1.3072... Generator Loss: 0.6092 Epoch 16/30... Discriminator Loss: 1.2918... Generator Loss: 0.6944 Epoch 16/30... Discriminator Loss: 1.4127... Generator Loss: 0.6130
Epoch 16/30... Discriminator Loss: 1.3460... Generator Loss: 0.6501 Epoch 16/30... Discriminator Loss: 1.3237... Generator Loss: 0.6770 Epoch 16/30... Discriminator Loss: 1.2170... Generator Loss: 1.1575 Epoch 16/30... Discriminator Loss: 1.2540... Generator Loss: 0.6649 Epoch 16/30... Discriminator Loss: 1.2168... Generator Loss: 0.6196 Epoch 16/30... Discriminator Loss: 1.3118... Generator Loss: 0.6195 Epoch 16/30... Discriminator Loss: 1.3943... Generator Loss: 0.7312 Epoch 16/30... Discriminator Loss: 1.2939... Generator Loss: 0.7682 Epoch 16/30... Discriminator Loss: 1.4745... Generator Loss: 0.8305 Epoch 16/30... Discriminator Loss: 1.3385... Generator Loss: 0.5116
Epoch 16/30... Discriminator Loss: 1.2772... Generator Loss: 0.7819 Epoch 16/30... Discriminator Loss: 1.5055... Generator Loss: 1.9551 Epoch 16/30... Discriminator Loss: 1.4981... Generator Loss: 1.1918 Epoch 16/30... Discriminator Loss: 1.6040... Generator Loss: 0.3943 Epoch 16/30... Discriminator Loss: 1.4558... Generator Loss: 0.6087 Epoch 16/30... Discriminator Loss: 1.3525... Generator Loss: 0.7555 Epoch 16/30... Discriminator Loss: 1.5035... Generator Loss: 1.1587 Epoch 16/30... Discriminator Loss: 1.5874... Generator Loss: 0.7999 Epoch 16/30... Discriminator Loss: 1.3310... Generator Loss: 0.5802 Epoch 16/30... Discriminator Loss: 1.3090... Generator Loss: 0.6007
Epoch 16/30... Discriminator Loss: 1.5333... Generator Loss: 0.5470 Epoch 16/30... Discriminator Loss: 1.3621... Generator Loss: 0.7140 Epoch 16/30... Discriminator Loss: 1.3861... Generator Loss: 0.6476 Epoch 16/30... Discriminator Loss: 1.4693... Generator Loss: 0.4977 Epoch 16/30... Discriminator Loss: 1.3990... Generator Loss: 0.6851 Epoch 16/30... Discriminator Loss: 1.2862... Generator Loss: 1.0165 Epoch 16/30... Discriminator Loss: 1.1982... Generator Loss: 0.7643 Epoch 16/30... Discriminator Loss: 1.3336... Generator Loss: 0.8210 Epoch 16/30... Discriminator Loss: 1.3923... Generator Loss: 0.5590 Epoch 16/30... Discriminator Loss: 1.3179... Generator Loss: 0.7100
Epoch 16/30... Discriminator Loss: 1.6031... Generator Loss: 0.7474 Epoch 16/30... Discriminator Loss: 1.3718... Generator Loss: 0.6934 Epoch 16/30... Discriminator Loss: 1.2939... Generator Loss: 0.5818 Epoch 16/30... Discriminator Loss: 1.5422... Generator Loss: 0.3670 Epoch 16/30... Discriminator Loss: 1.3589... Generator Loss: 0.5901 Epoch 16/30... Discriminator Loss: 1.2163... Generator Loss: 0.7359 Epoch 16/30... Discriminator Loss: 1.2706... Generator Loss: 0.9703 Epoch 16/30... Discriminator Loss: 1.2638... Generator Loss: 1.0853 Epoch 16/30... Discriminator Loss: 1.2576... Generator Loss: 0.7172 Epoch 16/30... Discriminator Loss: 1.3068... Generator Loss: 0.7726
Epoch 16/30... Discriminator Loss: 1.2955... Generator Loss: 0.5838 epoch_i 16 Epoch 17/30... Discriminator Loss: 1.5077... Generator Loss: 0.4760 Epoch 17/30... Discriminator Loss: 1.3065... Generator Loss: 0.8176 Epoch 17/30... Discriminator Loss: 1.1509... Generator Loss: 0.8327 Epoch 17/30... Discriminator Loss: 1.2910... Generator Loss: 0.6247 Epoch 17/30... Discriminator Loss: 1.4660... Generator Loss: 0.7321 Epoch 17/30... Discriminator Loss: 1.4411... Generator Loss: 1.1837 Epoch 17/30... Discriminator Loss: 1.6066... Generator Loss: 0.4522 Epoch 17/30... Discriminator Loss: 1.5572... Generator Loss: 0.4779 Epoch 17/30... Discriminator Loss: 1.2287... Generator Loss: 1.1456
Epoch 17/30... Discriminator Loss: 1.6149... Generator Loss: 0.5700 Epoch 17/30... Discriminator Loss: 1.0838... Generator Loss: 0.6617 Epoch 17/30... Discriminator Loss: 1.0361... Generator Loss: 1.3151 Epoch 17/30... Discriminator Loss: 1.2109... Generator Loss: 0.6364 Epoch 17/30... Discriminator Loss: 1.3618... Generator Loss: 0.7401 Epoch 17/30... Discriminator Loss: 1.7727... Generator Loss: 0.2586 Epoch 17/30... Discriminator Loss: 1.3206... Generator Loss: 0.6912 Epoch 17/30... Discriminator Loss: 1.4917... Generator Loss: 0.7588 Epoch 17/30... Discriminator Loss: 1.4645... Generator Loss: 0.7385 Epoch 17/30... Discriminator Loss: 1.3931... Generator Loss: 0.5999
Epoch 17/30... Discriminator Loss: 1.0340... Generator Loss: 1.2088 Epoch 17/30... Discriminator Loss: 1.1953... Generator Loss: 0.7047 Epoch 17/30... Discriminator Loss: 1.3018... Generator Loss: 1.3459 Epoch 17/30... Discriminator Loss: 1.5400... Generator Loss: 0.3872 Epoch 17/30... Discriminator Loss: 1.3129... Generator Loss: 0.5377 Epoch 17/30... Discriminator Loss: 1.2521... Generator Loss: 0.5608 Epoch 17/30... Discriminator Loss: 1.3234... Generator Loss: 0.6272 Epoch 17/30... Discriminator Loss: 1.3487... Generator Loss: 0.9867 Epoch 17/30... Discriminator Loss: 1.3247... Generator Loss: 0.9477 Epoch 17/30... Discriminator Loss: 1.3782... Generator Loss: 0.8918
Epoch 17/30... Discriminator Loss: 1.7707... Generator Loss: 0.3752 Epoch 17/30... Discriminator Loss: 1.1580... Generator Loss: 0.8353 Epoch 17/30... Discriminator Loss: 1.3263... Generator Loss: 0.7971 Epoch 17/30... Discriminator Loss: 1.4305... Generator Loss: 0.4657 Epoch 17/30... Discriminator Loss: 1.4015... Generator Loss: 0.9350 Epoch 17/30... Discriminator Loss: 1.2532... Generator Loss: 0.7811 Epoch 17/30... Discriminator Loss: 1.4813... Generator Loss: 0.4593 Epoch 17/30... Discriminator Loss: 1.2639... Generator Loss: 0.6925 Epoch 17/30... Discriminator Loss: 1.2482... Generator Loss: 0.6386 Epoch 17/30... Discriminator Loss: 1.2979... Generator Loss: 0.7848
Epoch 17/30... Discriminator Loss: 1.1199... Generator Loss: 0.8741 Epoch 17/30... Discriminator Loss: 1.6715... Generator Loss: 0.2880 Epoch 17/30... Discriminator Loss: 1.2697... Generator Loss: 0.6968 Epoch 17/30... Discriminator Loss: 1.4564... Generator Loss: 0.9569 Epoch 17/30... Discriminator Loss: 1.3563... Generator Loss: 0.7443 Epoch 17/30... Discriminator Loss: 1.4779... Generator Loss: 1.0169 Epoch 17/30... Discriminator Loss: 1.3442... Generator Loss: 0.6702 Epoch 17/30... Discriminator Loss: 1.3331... Generator Loss: 0.6919 Epoch 17/30... Discriminator Loss: 1.4002... Generator Loss: 0.5388 Epoch 17/30... Discriminator Loss: 1.3599... Generator Loss: 0.8710
Epoch 17/30... Discriminator Loss: 1.3228... Generator Loss: 0.6042 Epoch 17/30... Discriminator Loss: 1.2185... Generator Loss: 0.6556 Epoch 17/30... Discriminator Loss: 1.5907... Generator Loss: 0.3410 Epoch 17/30... Discriminator Loss: 1.5558... Generator Loss: 1.0535 Epoch 17/30... Discriminator Loss: 1.2559... Generator Loss: 0.7621 Epoch 17/30... Discriminator Loss: 1.2614... Generator Loss: 0.7515 Epoch 17/30... Discriminator Loss: 1.3819... Generator Loss: 0.4969 Epoch 17/30... Discriminator Loss: 1.5169... Generator Loss: 0.6257 Epoch 17/30... Discriminator Loss: 1.3243... Generator Loss: 0.5184 Epoch 17/30... Discriminator Loss: 1.1247... Generator Loss: 0.9194
Epoch 17/30... Discriminator Loss: 1.4179... Generator Loss: 0.6403 Epoch 17/30... Discriminator Loss: 1.2466... Generator Loss: 0.7649 Epoch 17/30... Discriminator Loss: 1.4087... Generator Loss: 0.7127 Epoch 17/30... Discriminator Loss: 1.2453... Generator Loss: 0.5765 Epoch 17/30... Discriminator Loss: 1.2940... Generator Loss: 1.0151 Epoch 17/30... Discriminator Loss: 1.2174... Generator Loss: 0.7536 Epoch 17/30... Discriminator Loss: 1.3038... Generator Loss: 0.9376 Epoch 17/30... Discriminator Loss: 1.3717... Generator Loss: 0.6784 Epoch 17/30... Discriminator Loss: 1.4297... Generator Loss: 1.2777 Epoch 17/30... Discriminator Loss: 1.2300... Generator Loss: 1.7062
Epoch 17/30... Discriminator Loss: 1.0528... Generator Loss: 0.7808 Epoch 17/30... Discriminator Loss: 1.3234... Generator Loss: 0.5821 Epoch 17/30... Discriminator Loss: 1.2817... Generator Loss: 0.4893 Epoch 17/30... Discriminator Loss: 1.0543... Generator Loss: 0.7548 Epoch 17/30... Discriminator Loss: 1.3923... Generator Loss: 1.2401 Epoch 17/30... Discriminator Loss: 1.3908... Generator Loss: 0.4972 Epoch 17/30... Discriminator Loss: 1.5322... Generator Loss: 0.4355 Epoch 17/30... Discriminator Loss: 1.2691... Generator Loss: 0.5031 Epoch 17/30... Discriminator Loss: 1.5268... Generator Loss: 0.9013 Epoch 17/30... Discriminator Loss: 1.3404... Generator Loss: 0.7987
Epoch 17/30... Discriminator Loss: 1.3335... Generator Loss: 0.7122 Epoch 17/30... Discriminator Loss: 1.3710... Generator Loss: 0.6323 Epoch 17/30... Discriminator Loss: 1.1620... Generator Loss: 1.0338 Epoch 17/30... Discriminator Loss: 1.2851... Generator Loss: 0.8423 Epoch 17/30... Discriminator Loss: 1.2614... Generator Loss: 0.7254 Epoch 17/30... Discriminator Loss: 1.2339... Generator Loss: 0.7084 Epoch 17/30... Discriminator Loss: 1.2846... Generator Loss: 0.7591 Epoch 17/30... Discriminator Loss: 2.4863... Generator Loss: 2.9290 Epoch 17/30... Discriminator Loss: 1.2341... Generator Loss: 0.5336 Epoch 17/30... Discriminator Loss: 1.3693... Generator Loss: 0.6393
Epoch 17/30... Discriminator Loss: 1.3818... Generator Loss: 0.5115 Epoch 17/30... Discriminator Loss: 1.2787... Generator Loss: 0.7148 Epoch 17/30... Discriminator Loss: 1.3440... Generator Loss: 0.5620 Epoch 17/30... Discriminator Loss: 1.5521... Generator Loss: 0.3868 Epoch 17/30... Discriminator Loss: 1.1786... Generator Loss: 0.6127 Epoch 17/30... Discriminator Loss: 1.5535... Generator Loss: 0.4793 Epoch 17/30... Discriminator Loss: 1.3756... Generator Loss: 0.5458 Epoch 17/30... Discriminator Loss: 1.2921... Generator Loss: 0.7139 Epoch 17/30... Discriminator Loss: 1.3160... Generator Loss: 0.6854 Epoch 17/30... Discriminator Loss: 1.2780... Generator Loss: 0.7502
Epoch 17/30... Discriminator Loss: 1.2724... Generator Loss: 0.9041 Epoch 17/30... Discriminator Loss: 1.2262... Generator Loss: 0.6501 Epoch 17/30... Discriminator Loss: 1.2555... Generator Loss: 0.6709 Epoch 17/30... Discriminator Loss: 1.4974... Generator Loss: 0.4432 Epoch 17/30... Discriminator Loss: 1.2766... Generator Loss: 0.6731 Epoch 17/30... Discriminator Loss: 1.3942... Generator Loss: 0.5361 Epoch 17/30... Discriminator Loss: 1.2377... Generator Loss: 0.5906 Epoch 17/30... Discriminator Loss: 1.1828... Generator Loss: 0.6899 Epoch 17/30... Discriminator Loss: 1.3972... Generator Loss: 0.4442 Epoch 17/30... Discriminator Loss: 1.3658... Generator Loss: 0.5745
Epoch 17/30... Discriminator Loss: 1.3803... Generator Loss: 0.4869 Epoch 17/30... Discriminator Loss: 1.4773... Generator Loss: 0.5591 Epoch 17/30... Discriminator Loss: 1.0128... Generator Loss: 0.9053 Epoch 17/30... Discriminator Loss: 1.2792... Generator Loss: 0.7835 Epoch 17/30... Discriminator Loss: 1.3795... Generator Loss: 0.9222 Epoch 17/30... Discriminator Loss: 1.4317... Generator Loss: 0.4615 Epoch 17/30... Discriminator Loss: 1.3470... Generator Loss: 0.9323 Epoch 17/30... Discriminator Loss: 1.4128... Generator Loss: 1.1105 Epoch 17/30... Discriminator Loss: 1.2355... Generator Loss: 0.9333 Epoch 17/30... Discriminator Loss: 1.3819... Generator Loss: 0.9244
Epoch 17/30... Discriminator Loss: 1.2449... Generator Loss: 1.3085 Epoch 17/30... Discriminator Loss: 1.2607... Generator Loss: 0.9235 Epoch 17/30... Discriminator Loss: 1.4428... Generator Loss: 0.7981 Epoch 17/30... Discriminator Loss: 1.3133... Generator Loss: 0.9305 Epoch 17/30... Discriminator Loss: 1.3991... Generator Loss: 0.7030 Epoch 17/30... Discriminator Loss: 1.4005... Generator Loss: 0.9717 Epoch 17/30... Discriminator Loss: 1.3687... Generator Loss: 0.5974 Epoch 17/30... Discriminator Loss: 1.3407... Generator Loss: 0.6445 Epoch 17/30... Discriminator Loss: 1.3247... Generator Loss: 0.7109 Epoch 17/30... Discriminator Loss: 1.2695... Generator Loss: 1.2306
Epoch 17/30... Discriminator Loss: 1.3767... Generator Loss: 0.5274 Epoch 17/30... Discriminator Loss: 1.3594... Generator Loss: 0.4865 Epoch 17/30... Discriminator Loss: 1.2841... Generator Loss: 0.7465 Epoch 17/30... Discriminator Loss: 1.2773... Generator Loss: 0.9316 Epoch 17/30... Discriminator Loss: 1.3326... Generator Loss: 0.5829 Epoch 17/30... Discriminator Loss: 1.4975... Generator Loss: 0.4265 Epoch 17/30... Discriminator Loss: 1.3193... Generator Loss: 0.7174 Epoch 17/30... Discriminator Loss: 1.3604... Generator Loss: 1.0255 Epoch 17/30... Discriminator Loss: 1.2214... Generator Loss: 0.7513 Epoch 17/30... Discriminator Loss: 1.4203... Generator Loss: 0.5110
Epoch 17/30... Discriminator Loss: 0.9964... Generator Loss: 0.9149 Epoch 17/30... Discriminator Loss: 1.2110... Generator Loss: 0.7589 Epoch 17/30... Discriminator Loss: 1.3578... Generator Loss: 0.7406 Epoch 17/30... Discriminator Loss: 1.2899... Generator Loss: 0.5337 Epoch 17/30... Discriminator Loss: 1.2856... Generator Loss: 0.6285 Epoch 17/30... Discriminator Loss: 1.2799... Generator Loss: 0.6705 Epoch 17/30... Discriminator Loss: 1.5377... Generator Loss: 0.4714 Epoch 17/30... Discriminator Loss: 1.1447... Generator Loss: 1.1463 Epoch 17/30... Discriminator Loss: 1.3173... Generator Loss: 0.6500 Epoch 17/30... Discriminator Loss: 1.3892... Generator Loss: 0.8389
Epoch 17/30... Discriminator Loss: 1.3089... Generator Loss: 0.7230 Epoch 17/30... Discriminator Loss: 1.2949... Generator Loss: 0.8788 Epoch 17/30... Discriminator Loss: 1.2786... Generator Loss: 0.7180 Epoch 17/30... Discriminator Loss: 1.4725... Generator Loss: 0.5097 Epoch 17/30... Discriminator Loss: 1.3589... Generator Loss: 0.9250 Epoch 17/30... Discriminator Loss: 1.2292... Generator Loss: 0.9139 Epoch 17/30... Discriminator Loss: 1.4066... Generator Loss: 0.8269 Epoch 17/30... Discriminator Loss: 1.2632... Generator Loss: 0.9194 Epoch 17/30... Discriminator Loss: 1.3748... Generator Loss: 0.8083 epoch_i 17 Epoch 18/30... Discriminator Loss: 1.3179... Generator Loss: 0.5814
Epoch 18/30... Discriminator Loss: 1.1810... Generator Loss: 1.0769 Epoch 18/30... Discriminator Loss: 1.2768... Generator Loss: 0.6091 Epoch 18/30... Discriminator Loss: 1.3427... Generator Loss: 0.6112 Epoch 18/30... Discriminator Loss: 1.3890... Generator Loss: 0.5660 Epoch 18/30... Discriminator Loss: 1.2306... Generator Loss: 0.8865 Epoch 18/30... Discriminator Loss: 1.1231... Generator Loss: 0.7417 Epoch 18/30... Discriminator Loss: 1.5050... Generator Loss: 0.5478 Epoch 18/30... Discriminator Loss: 1.1070... Generator Loss: 0.8067 Epoch 18/30... Discriminator Loss: 1.3222... Generator Loss: 0.7396 Epoch 18/30... Discriminator Loss: 1.3347... Generator Loss: 0.8541
Epoch 18/30... Discriminator Loss: 1.5558... Generator Loss: 0.4200 Epoch 18/30... Discriminator Loss: 1.5719... Generator Loss: 1.0457 Epoch 18/30... Discriminator Loss: 1.6081... Generator Loss: 0.3756 Epoch 18/30... Discriminator Loss: 1.3779... Generator Loss: 1.0331 Epoch 18/30... Discriminator Loss: 1.5425... Generator Loss: 0.4562 Epoch 18/30... Discriminator Loss: 1.0517... Generator Loss: 0.7830 Epoch 18/30... Discriminator Loss: 1.2961... Generator Loss: 0.6523 Epoch 18/30... Discriminator Loss: 1.2176... Generator Loss: 0.9698 Epoch 18/30... Discriminator Loss: 1.3398... Generator Loss: 0.8883 Epoch 18/30... Discriminator Loss: 1.6327... Generator Loss: 0.8443
Epoch 18/30... Discriminator Loss: 1.3200... Generator Loss: 0.6176 Epoch 18/30... Discriminator Loss: 1.2048... Generator Loss: 0.7124 Epoch 18/30... Discriminator Loss: 1.2070... Generator Loss: 0.5767 Epoch 18/30... Discriminator Loss: 1.3328... Generator Loss: 0.7444 Epoch 18/30... Discriminator Loss: 1.1725... Generator Loss: 1.1119 Epoch 18/30... Discriminator Loss: 1.6969... Generator Loss: 1.9938 Epoch 18/30... Discriminator Loss: 1.4924... Generator Loss: 1.0130 Epoch 18/30... Discriminator Loss: 1.1851... Generator Loss: 1.1109 Epoch 18/30... Discriminator Loss: 1.3482... Generator Loss: 0.6730 Epoch 18/30... Discriminator Loss: 1.2320... Generator Loss: 0.8643
Epoch 18/30... Discriminator Loss: 1.2433... Generator Loss: 0.7950 Epoch 18/30... Discriminator Loss: 1.2531... Generator Loss: 0.7733 Epoch 18/30... Discriminator Loss: 1.4894... Generator Loss: 0.8275 Epoch 18/30... Discriminator Loss: 1.2540... Generator Loss: 0.6063 Epoch 18/30... Discriminator Loss: 1.3589... Generator Loss: 0.5299 Epoch 18/30... Discriminator Loss: 1.3153... Generator Loss: 0.6318 Epoch 18/30... Discriminator Loss: 1.1752... Generator Loss: 1.0262 Epoch 18/30... Discriminator Loss: 1.3317... Generator Loss: 0.7355 Epoch 18/30... Discriminator Loss: 1.2034... Generator Loss: 0.5802 Epoch 18/30... Discriminator Loss: 1.3620... Generator Loss: 0.5373
Epoch 18/30... Discriminator Loss: 1.4547... Generator Loss: 0.4060 Epoch 18/30... Discriminator Loss: 1.3154... Generator Loss: 0.5529 Epoch 18/30... Discriminator Loss: 1.3455... Generator Loss: 0.6366 Epoch 18/30... Discriminator Loss: 1.5086... Generator Loss: 1.0447 Epoch 18/30... Discriminator Loss: 1.4364... Generator Loss: 0.5599 Epoch 18/30... Discriminator Loss: 1.4087... Generator Loss: 0.4857 Epoch 18/30... Discriminator Loss: 1.2218... Generator Loss: 0.7674 Epoch 18/30... Discriminator Loss: 1.3694... Generator Loss: 0.5072 Epoch 18/30... Discriminator Loss: 1.1981... Generator Loss: 0.8817 Epoch 18/30... Discriminator Loss: 1.2457... Generator Loss: 0.6903
Epoch 18/30... Discriminator Loss: 1.3822... Generator Loss: 0.9049 Epoch 18/30... Discriminator Loss: 1.1930... Generator Loss: 0.7724 Epoch 18/30... Discriminator Loss: 1.3734... Generator Loss: 0.7869 Epoch 18/30... Discriminator Loss: 1.2616... Generator Loss: 0.8484 Epoch 18/30... Discriminator Loss: 1.2942... Generator Loss: 1.1378 Epoch 18/30... Discriminator Loss: 1.2282... Generator Loss: 1.0085 Epoch 18/30... Discriminator Loss: 1.1952... Generator Loss: 1.2503 Epoch 18/30... Discriminator Loss: 1.4340... Generator Loss: 0.7694 Epoch 18/30... Discriminator Loss: 1.4851... Generator Loss: 1.5606 Epoch 18/30... Discriminator Loss: 1.3673... Generator Loss: 1.3272
Epoch 18/30... Discriminator Loss: 1.3237... Generator Loss: 0.7051 Epoch 18/30... Discriminator Loss: 1.3677... Generator Loss: 0.7112 Epoch 18/30... Discriminator Loss: 1.2687... Generator Loss: 0.5759 Epoch 18/30... Discriminator Loss: 1.3640... Generator Loss: 0.4659 Epoch 18/30... Discriminator Loss: 1.2664... Generator Loss: 1.2939 Epoch 18/30... Discriminator Loss: 1.4335... Generator Loss: 0.4332 Epoch 18/30... Discriminator Loss: 1.6235... Generator Loss: 1.1864 Epoch 18/30... Discriminator Loss: 1.1519... Generator Loss: 1.4813 Epoch 18/30... Discriminator Loss: 1.2516... Generator Loss: 0.6743 Epoch 18/30... Discriminator Loss: 1.3403... Generator Loss: 0.7104
Epoch 18/30... Discriminator Loss: 1.2783... Generator Loss: 0.8723 Epoch 18/30... Discriminator Loss: 1.4472... Generator Loss: 0.7337 Epoch 18/30... Discriminator Loss: 1.2649... Generator Loss: 0.8277 Epoch 18/30... Discriminator Loss: 1.2706... Generator Loss: 0.6919 Epoch 18/30... Discriminator Loss: 1.3917... Generator Loss: 0.7107 Epoch 18/30... Discriminator Loss: 1.5010... Generator Loss: 0.3863 Epoch 18/30... Discriminator Loss: 1.6566... Generator Loss: 0.5766 Epoch 18/30... Discriminator Loss: 1.3738... Generator Loss: 0.5660 Epoch 18/30... Discriminator Loss: 1.4778... Generator Loss: 0.4680 Epoch 18/30... Discriminator Loss: 1.4110... Generator Loss: 0.5946
Epoch 18/30... Discriminator Loss: 1.2836... Generator Loss: 1.0947 Epoch 18/30... Discriminator Loss: 1.4373... Generator Loss: 0.5742 Epoch 18/30... Discriminator Loss: 1.3867... Generator Loss: 0.4792 Epoch 18/30... Discriminator Loss: 1.5648... Generator Loss: 0.4661 Epoch 18/30... Discriminator Loss: 1.4115... Generator Loss: 0.6342 Epoch 18/30... Discriminator Loss: 2.2077... Generator Loss: 2.0664 Epoch 18/30... Discriminator Loss: 1.3550... Generator Loss: 0.6139 Epoch 18/30... Discriminator Loss: 1.3094... Generator Loss: 1.0074 Epoch 18/30... Discriminator Loss: 1.3845... Generator Loss: 1.3373 Epoch 18/30... Discriminator Loss: 1.3692... Generator Loss: 0.6734
Epoch 18/30... Discriminator Loss: 1.4388... Generator Loss: 0.5430 Epoch 18/30... Discriminator Loss: 1.2067... Generator Loss: 0.6285 Epoch 18/30... Discriminator Loss: 1.2060... Generator Loss: 0.7813 Epoch 18/30... Discriminator Loss: 1.5871... Generator Loss: 0.4317 Epoch 18/30... Discriminator Loss: 1.1896... Generator Loss: 0.8713 Epoch 18/30... Discriminator Loss: 1.3413... Generator Loss: 0.6868 Epoch 18/30... Discriminator Loss: 1.2182... Generator Loss: 0.7735 Epoch 18/30... Discriminator Loss: 1.4037... Generator Loss: 0.8059 Epoch 18/30... Discriminator Loss: 1.5091... Generator Loss: 0.4720 Epoch 18/30... Discriminator Loss: 1.2373... Generator Loss: 0.5606
Epoch 18/30... Discriminator Loss: 1.2059... Generator Loss: 0.6900 Epoch 18/30... Discriminator Loss: 1.4264... Generator Loss: 0.4806 Epoch 18/30... Discriminator Loss: 1.5303... Generator Loss: 0.7466 Epoch 18/30... Discriminator Loss: 1.3348... Generator Loss: 0.6754 Epoch 18/30... Discriminator Loss: 1.2869... Generator Loss: 0.5785 Epoch 18/30... Discriminator Loss: 1.3261... Generator Loss: 0.7294 Epoch 18/30... Discriminator Loss: 1.2772... Generator Loss: 0.5989 Epoch 18/30... Discriminator Loss: 1.6503... Generator Loss: 0.3610 Epoch 18/30... Discriminator Loss: 1.0967... Generator Loss: 0.9849 Epoch 18/30... Discriminator Loss: 1.3363... Generator Loss: 0.8848
Epoch 18/30... Discriminator Loss: 1.4512... Generator Loss: 1.1532 Epoch 18/30... Discriminator Loss: 1.0173... Generator Loss: 1.0779 Epoch 18/30... Discriminator Loss: 1.3013... Generator Loss: 0.8588 Epoch 18/30... Discriminator Loss: 1.5103... Generator Loss: 0.7668 Epoch 18/30... Discriminator Loss: 1.0752... Generator Loss: 0.8529 Epoch 18/30... Discriminator Loss: 1.2462... Generator Loss: 0.5874 Epoch 18/30... Discriminator Loss: 1.4147... Generator Loss: 0.5372 Epoch 18/30... Discriminator Loss: 1.6273... Generator Loss: 0.9583 Epoch 18/30... Discriminator Loss: 1.1496... Generator Loss: 0.7524 Epoch 18/30... Discriminator Loss: 1.6047... Generator Loss: 0.3997
Epoch 18/30... Discriminator Loss: 1.3863... Generator Loss: 0.5063 Epoch 18/30... Discriminator Loss: 1.4303... Generator Loss: 0.7157 Epoch 18/30... Discriminator Loss: 1.3428... Generator Loss: 0.6155 Epoch 18/30... Discriminator Loss: 1.4123... Generator Loss: 0.6359 Epoch 18/30... Discriminator Loss: 1.3466... Generator Loss: 0.5659 Epoch 18/30... Discriminator Loss: 1.1502... Generator Loss: 1.0003 Epoch 18/30... Discriminator Loss: 1.4104... Generator Loss: 0.7691 Epoch 18/30... Discriminator Loss: 1.3991... Generator Loss: 0.4070 Epoch 18/30... Discriminator Loss: 1.2762... Generator Loss: 1.0267 Epoch 18/30... Discriminator Loss: 1.2284... Generator Loss: 0.7913
Epoch 18/30... Discriminator Loss: 1.1727... Generator Loss: 0.8450 Epoch 18/30... Discriminator Loss: 1.1446... Generator Loss: 0.8401 Epoch 18/30... Discriminator Loss: 1.1553... Generator Loss: 0.6536 Epoch 18/30... Discriminator Loss: 1.3594... Generator Loss: 0.6773 Epoch 18/30... Discriminator Loss: 1.4484... Generator Loss: 0.4628 Epoch 18/30... Discriminator Loss: 1.4338... Generator Loss: 0.5089 Epoch 18/30... Discriminator Loss: 1.2720... Generator Loss: 0.6958 Epoch 18/30... Discriminator Loss: 1.4375... Generator Loss: 0.5024 Epoch 18/30... Discriminator Loss: 1.1569... Generator Loss: 0.8405 Epoch 18/30... Discriminator Loss: 1.2074... Generator Loss: 0.9358
Epoch 18/30... Discriminator Loss: 1.2503... Generator Loss: 0.9917 Epoch 18/30... Discriminator Loss: 1.4282... Generator Loss: 0.7659 Epoch 18/30... Discriminator Loss: 1.1843... Generator Loss: 0.7851 Epoch 18/30... Discriminator Loss: 1.2361... Generator Loss: 0.7371 Epoch 18/30... Discriminator Loss: 1.1882... Generator Loss: 0.8340 Epoch 18/30... Discriminator Loss: 1.4136... Generator Loss: 0.5105 Epoch 18/30... Discriminator Loss: 1.3266... Generator Loss: 0.6357 Epoch 18/30... Discriminator Loss: 1.2099... Generator Loss: 0.9163 Epoch 18/30... Discriminator Loss: 1.1216... Generator Loss: 1.0275 Epoch 18/30... Discriminator Loss: 1.2636... Generator Loss: 0.7874
Epoch 18/30... Discriminator Loss: 1.1974... Generator Loss: 1.1392 Epoch 18/30... Discriminator Loss: 1.3312... Generator Loss: 0.6603 Epoch 18/30... Discriminator Loss: 1.6346... Generator Loss: 0.7953 Epoch 18/30... Discriminator Loss: 1.2182... Generator Loss: 0.6934 Epoch 18/30... Discriminator Loss: 1.2380... Generator Loss: 0.6602 Epoch 18/30... Discriminator Loss: 1.4710... Generator Loss: 0.4457 Epoch 18/30... Discriminator Loss: 1.3764... Generator Loss: 0.5943 epoch_i 18 Epoch 19/30... Discriminator Loss: 1.4574... Generator Loss: 0.8682 Epoch 19/30... Discriminator Loss: 1.4976... Generator Loss: 0.8191 Epoch 19/30... Discriminator Loss: 1.6311... Generator Loss: 0.7753
Epoch 19/30... Discriminator Loss: 1.3000... Generator Loss: 0.9443 Epoch 19/30... Discriminator Loss: 1.5921... Generator Loss: 0.8899 Epoch 19/30... Discriminator Loss: 1.2035... Generator Loss: 1.1142 Epoch 19/30... Discriminator Loss: 1.2808... Generator Loss: 0.5943 Epoch 19/30... Discriminator Loss: 1.4222... Generator Loss: 0.6148 Epoch 19/30... Discriminator Loss: 1.4440... Generator Loss: 0.6179 Epoch 19/30... Discriminator Loss: 1.3039... Generator Loss: 0.8756 Epoch 19/30... Discriminator Loss: 1.3272... Generator Loss: 0.5652 Epoch 19/30... Discriminator Loss: 1.2069... Generator Loss: 0.8084 Epoch 19/30... Discriminator Loss: 1.5060... Generator Loss: 1.3936
Epoch 19/30... Discriminator Loss: 1.3489... Generator Loss: 0.5592 Epoch 19/30... Discriminator Loss: 0.9173... Generator Loss: 0.9694 Epoch 19/30... Discriminator Loss: 1.2659... Generator Loss: 0.6459 Epoch 19/30... Discriminator Loss: 1.5293... Generator Loss: 0.4560 Epoch 19/30... Discriminator Loss: 1.2115... Generator Loss: 0.5551 Epoch 19/30... Discriminator Loss: 1.2207... Generator Loss: 0.7756 Epoch 19/30... Discriminator Loss: 1.3992... Generator Loss: 1.2641 Epoch 19/30... Discriminator Loss: 1.1064... Generator Loss: 1.1801 Epoch 19/30... Discriminator Loss: 1.3340... Generator Loss: 0.9771 Epoch 19/30... Discriminator Loss: 1.3037... Generator Loss: 0.5555
Epoch 19/30... Discriminator Loss: 1.3015... Generator Loss: 0.8622 Epoch 19/30... Discriminator Loss: 1.3464... Generator Loss: 1.5228 Epoch 19/30... Discriminator Loss: 1.2063... Generator Loss: 0.8819 Epoch 19/30... Discriminator Loss: 1.3207... Generator Loss: 0.4621 Epoch 19/30... Discriminator Loss: 1.4311... Generator Loss: 0.3822 Epoch 19/30... Discriminator Loss: 1.3265... Generator Loss: 0.5479 Epoch 19/30... Discriminator Loss: 1.2087... Generator Loss: 0.9709 Epoch 19/30... Discriminator Loss: 1.2618... Generator Loss: 0.9026 Epoch 19/30... Discriminator Loss: 1.3607... Generator Loss: 0.6463 Epoch 19/30... Discriminator Loss: 1.1010... Generator Loss: 1.1446
Epoch 19/30... Discriminator Loss: 1.2628... Generator Loss: 0.9376 Epoch 19/30... Discriminator Loss: 1.4237... Generator Loss: 0.4089 Epoch 19/30... Discriminator Loss: 1.2569... Generator Loss: 0.7106 Epoch 19/30... Discriminator Loss: 1.4334... Generator Loss: 0.5052 Epoch 19/30... Discriminator Loss: 1.1431... Generator Loss: 0.8055 Epoch 19/30... Discriminator Loss: 1.3087... Generator Loss: 0.7184 Epoch 19/30... Discriminator Loss: 1.3035... Generator Loss: 0.8516 Epoch 19/30... Discriminator Loss: 1.4673... Generator Loss: 0.4560 Epoch 19/30... Discriminator Loss: 1.4652... Generator Loss: 0.5285 Epoch 19/30... Discriminator Loss: 1.4327... Generator Loss: 0.6551
Epoch 19/30... Discriminator Loss: 1.2792... Generator Loss: 0.6640 Epoch 19/30... Discriminator Loss: 1.3289... Generator Loss: 0.7156 Epoch 19/30... Discriminator Loss: 1.1462... Generator Loss: 0.8606 Epoch 19/30... Discriminator Loss: 1.1417... Generator Loss: 0.7686 Epoch 19/30... Discriminator Loss: 1.2579... Generator Loss: 0.8355 Epoch 19/30... Discriminator Loss: 1.4103... Generator Loss: 1.0865 Epoch 19/30... Discriminator Loss: 1.1672... Generator Loss: 0.9444 Epoch 19/30... Discriminator Loss: 1.3969... Generator Loss: 0.8138 Epoch 19/30... Discriminator Loss: 1.3288... Generator Loss: 0.7849 Epoch 19/30... Discriminator Loss: 1.0891... Generator Loss: 0.9200
Epoch 19/30... Discriminator Loss: 1.4464... Generator Loss: 0.5541 Epoch 19/30... Discriminator Loss: 1.3719... Generator Loss: 0.5910 Epoch 19/30... Discriminator Loss: 1.4825... Generator Loss: 0.5012 Epoch 19/30... Discriminator Loss: 1.3233... Generator Loss: 0.7412 Epoch 19/30... Discriminator Loss: 1.2550... Generator Loss: 0.6639 Epoch 19/30... Discriminator Loss: 1.2401... Generator Loss: 0.7864 Epoch 19/30... Discriminator Loss: 1.2936... Generator Loss: 0.6814 Epoch 19/30... Discriminator Loss: 1.4144... Generator Loss: 0.6440 Epoch 19/30... Discriminator Loss: 1.3526... Generator Loss: 0.7210 Epoch 19/30... Discriminator Loss: 1.3774... Generator Loss: 0.6147
Epoch 19/30... Discriminator Loss: 1.4089... Generator Loss: 0.4320 Epoch 19/30... Discriminator Loss: 1.2570... Generator Loss: 0.6878 Epoch 19/30... Discriminator Loss: 1.1961... Generator Loss: 0.7081 Epoch 19/30... Discriminator Loss: 1.2861... Generator Loss: 0.8794 Epoch 19/30... Discriminator Loss: 1.2815... Generator Loss: 0.7928 Epoch 19/30... Discriminator Loss: 1.1828... Generator Loss: 0.6211 Epoch 19/30... Discriminator Loss: 1.2584... Generator Loss: 0.7685 Epoch 19/30... Discriminator Loss: 1.3532... Generator Loss: 0.7234 Epoch 19/30... Discriminator Loss: 1.3714... Generator Loss: 0.5507 Epoch 19/30... Discriminator Loss: 1.3901... Generator Loss: 1.0763
Epoch 19/30... Discriminator Loss: 1.4465... Generator Loss: 0.6455 Epoch 19/30... Discriminator Loss: 1.4751... Generator Loss: 0.4792 Epoch 19/30... Discriminator Loss: 1.2893... Generator Loss: 0.5712 Epoch 19/30... Discriminator Loss: 1.1550... Generator Loss: 0.8900 Epoch 19/30... Discriminator Loss: 1.3077... Generator Loss: 0.9655 Epoch 19/30... Discriminator Loss: 1.3681... Generator Loss: 0.5692 Epoch 19/30... Discriminator Loss: 1.2240... Generator Loss: 0.9912 Epoch 19/30... Discriminator Loss: 1.4157... Generator Loss: 0.6617 Epoch 19/30... Discriminator Loss: 1.2964... Generator Loss: 0.8418 Epoch 19/30... Discriminator Loss: 1.1937... Generator Loss: 0.8200
Epoch 19/30... Discriminator Loss: 1.2441... Generator Loss: 0.7612 Epoch 19/30... Discriminator Loss: 1.3683... Generator Loss: 0.8761 Epoch 19/30... Discriminator Loss: 1.4678... Generator Loss: 0.6147 Epoch 19/30... Discriminator Loss: 1.2060... Generator Loss: 1.3649 Epoch 19/30... Discriminator Loss: 1.3263... Generator Loss: 0.9629 Epoch 19/30... Discriminator Loss: 1.1399... Generator Loss: 0.9044 Epoch 19/30... Discriminator Loss: 1.2180... Generator Loss: 0.6579 Epoch 19/30... Discriminator Loss: 1.3066... Generator Loss: 0.7644 Epoch 19/30... Discriminator Loss: 1.0849... Generator Loss: 1.0349 Epoch 19/30... Discriminator Loss: 1.3831... Generator Loss: 0.9561
Epoch 19/30... Discriminator Loss: 1.4079... Generator Loss: 0.6008 Epoch 19/30... Discriminator Loss: 1.3116... Generator Loss: 0.8444 Epoch 19/30... Discriminator Loss: 1.3427... Generator Loss: 0.5345 Epoch 19/30... Discriminator Loss: 1.2216... Generator Loss: 0.7552 Epoch 19/30... Discriminator Loss: 1.2504... Generator Loss: 0.6927 Epoch 19/30... Discriminator Loss: 1.2077... Generator Loss: 1.0834 Epoch 19/30... Discriminator Loss: 2.4964... Generator Loss: 1.7366 Epoch 19/30... Discriminator Loss: 1.3455... Generator Loss: 0.9751 Epoch 19/30... Discriminator Loss: 1.1732... Generator Loss: 0.6697 Epoch 19/30... Discriminator Loss: 1.1056... Generator Loss: 1.1566
Epoch 19/30... Discriminator Loss: 1.1503... Generator Loss: 1.0947 Epoch 19/30... Discriminator Loss: 1.2822... Generator Loss: 0.6039 Epoch 19/30... Discriminator Loss: 1.2123... Generator Loss: 0.6060 Epoch 19/30... Discriminator Loss: 1.2832... Generator Loss: 0.5022 Epoch 19/30... Discriminator Loss: 1.2574... Generator Loss: 0.7708 Epoch 19/30... Discriminator Loss: 1.1919... Generator Loss: 1.1220 Epoch 19/30... Discriminator Loss: 1.2879... Generator Loss: 0.9214 Epoch 19/30... Discriminator Loss: 1.2156... Generator Loss: 1.0766 Epoch 19/30... Discriminator Loss: 1.1066... Generator Loss: 1.6867 Epoch 19/30... Discriminator Loss: 1.1877... Generator Loss: 0.8905
Epoch 19/30... Discriminator Loss: 1.3155... Generator Loss: 0.5529 Epoch 19/30... Discriminator Loss: 1.3282... Generator Loss: 0.6487 Epoch 19/30... Discriminator Loss: 1.2623... Generator Loss: 0.9994 Epoch 19/30... Discriminator Loss: 1.4100... Generator Loss: 0.5100 Epoch 19/30... Discriminator Loss: 1.4813... Generator Loss: 0.5888 Epoch 19/30... Discriminator Loss: 1.2487... Generator Loss: 0.8619 Epoch 19/30... Discriminator Loss: 1.3141... Generator Loss: 0.8674 Epoch 19/30... Discriminator Loss: 1.4099... Generator Loss: 0.5604 Epoch 19/30... Discriminator Loss: 1.3917... Generator Loss: 0.6389 Epoch 19/30... Discriminator Loss: 1.3104... Generator Loss: 1.0098
Epoch 19/30... Discriminator Loss: 1.3604... Generator Loss: 0.5683 Epoch 19/30... Discriminator Loss: 1.1408... Generator Loss: 0.8173 Epoch 19/30... Discriminator Loss: 1.1774... Generator Loss: 0.8395 Epoch 19/30... Discriminator Loss: 1.1032... Generator Loss: 0.7582 Epoch 19/30... Discriminator Loss: 1.3285... Generator Loss: 0.5030 Epoch 19/30... Discriminator Loss: 1.2590... Generator Loss: 0.4880 Epoch 19/30... Discriminator Loss: 1.2879... Generator Loss: 0.7453 Epoch 19/30... Discriminator Loss: 1.3387... Generator Loss: 0.5405 Epoch 19/30... Discriminator Loss: 1.2946... Generator Loss: 0.5806 Epoch 19/30... Discriminator Loss: 1.3713... Generator Loss: 0.7353
Epoch 19/30... Discriminator Loss: 1.6472... Generator Loss: 0.3065 Epoch 19/30... Discriminator Loss: 1.4471... Generator Loss: 0.4902 Epoch 19/30... Discriminator Loss: 1.2806... Generator Loss: 0.8488 Epoch 19/30... Discriminator Loss: 1.4560... Generator Loss: 0.4953 Epoch 19/30... Discriminator Loss: 1.3923... Generator Loss: 0.7271 Epoch 19/30... Discriminator Loss: 1.5033... Generator Loss: 0.7641 Epoch 19/30... Discriminator Loss: 1.4547... Generator Loss: 0.5685 Epoch 19/30... Discriminator Loss: 1.1771... Generator Loss: 0.9911 Epoch 19/30... Discriminator Loss: 1.4107... Generator Loss: 0.7286 Epoch 19/30... Discriminator Loss: 1.2880... Generator Loss: 0.8100
Epoch 19/30... Discriminator Loss: 1.3452... Generator Loss: 0.9603 Epoch 19/30... Discriminator Loss: 1.3866... Generator Loss: 0.9416 Epoch 19/30... Discriminator Loss: 1.3288... Generator Loss: 0.5205 Epoch 19/30... Discriminator Loss: 1.4152... Generator Loss: 0.5306 Epoch 19/30... Discriminator Loss: 1.5849... Generator Loss: 1.2031 Epoch 19/30... Discriminator Loss: 1.4300... Generator Loss: 0.7677 Epoch 19/30... Discriminator Loss: 1.3459... Generator Loss: 0.7401 Epoch 19/30... Discriminator Loss: 1.4680... Generator Loss: 0.4345 Epoch 19/30... Discriminator Loss: 1.4240... Generator Loss: 0.9294 Epoch 19/30... Discriminator Loss: 1.3910... Generator Loss: 1.0135
Epoch 19/30... Discriminator Loss: 1.3291... Generator Loss: 0.6130 Epoch 19/30... Discriminator Loss: 1.3010... Generator Loss: 0.8057 Epoch 19/30... Discriminator Loss: 1.2075... Generator Loss: 0.7955 Epoch 19/30... Discriminator Loss: 1.3470... Generator Loss: 0.7133 Epoch 19/30... Discriminator Loss: 1.1942... Generator Loss: 0.7519 epoch_i 19 Epoch 20/30... Discriminator Loss: 1.2183... Generator Loss: 0.7549 Epoch 20/30... Discriminator Loss: 1.4137... Generator Loss: 0.4655 Epoch 20/30... Discriminator Loss: 1.2715... Generator Loss: 0.6241 Epoch 20/30... Discriminator Loss: 1.2863... Generator Loss: 0.7801 Epoch 20/30... Discriminator Loss: 1.4397... Generator Loss: 0.6313
Epoch 20/30... Discriminator Loss: 1.4895... Generator Loss: 1.0091 Epoch 20/30... Discriminator Loss: 1.1125... Generator Loss: 0.8801 Epoch 20/30... Discriminator Loss: 1.2191... Generator Loss: 0.7825 Epoch 20/30... Discriminator Loss: 1.4203... Generator Loss: 0.9445 Epoch 20/30... Discriminator Loss: 1.3430... Generator Loss: 0.5008 Epoch 20/30... Discriminator Loss: 1.4222... Generator Loss: 0.4456 Epoch 20/30... Discriminator Loss: 1.3445... Generator Loss: 0.7272 Epoch 20/30... Discriminator Loss: 1.1910... Generator Loss: 0.8724 Epoch 20/30... Discriminator Loss: 1.3135... Generator Loss: 0.6109 Epoch 20/30... Discriminator Loss: 1.3354... Generator Loss: 0.5633
Epoch 20/30... Discriminator Loss: 1.2838... Generator Loss: 0.6319 Epoch 20/30... Discriminator Loss: 1.0735... Generator Loss: 1.1260 Epoch 20/30... Discriminator Loss: 1.3237... Generator Loss: 0.9253 Epoch 20/30... Discriminator Loss: 1.2546... Generator Loss: 0.7587 Epoch 20/30... Discriminator Loss: 1.3004... Generator Loss: 0.7556 Epoch 20/30... Discriminator Loss: 1.1599... Generator Loss: 0.9461 Epoch 20/30... Discriminator Loss: 1.4799... Generator Loss: 0.6084 Epoch 20/30... Discriminator Loss: 1.2951... Generator Loss: 0.6472 Epoch 20/30... Discriminator Loss: 1.3263... Generator Loss: 0.5997 Epoch 20/30... Discriminator Loss: 1.3662... Generator Loss: 0.9978
Epoch 20/30... Discriminator Loss: 1.2325... Generator Loss: 1.0690 Epoch 20/30... Discriminator Loss: 1.3604... Generator Loss: 0.6446 Epoch 20/30... Discriminator Loss: 1.4165... Generator Loss: 0.4822 Epoch 20/30... Discriminator Loss: 1.3676... Generator Loss: 0.4848 Epoch 20/30... Discriminator Loss: 1.2741... Generator Loss: 0.5799 Epoch 20/30... Discriminator Loss: 1.4215... Generator Loss: 1.4522 Epoch 20/30... Discriminator Loss: 1.6474... Generator Loss: 0.2892 Epoch 20/30... Discriminator Loss: 1.3871... Generator Loss: 0.5175 Epoch 20/30... Discriminator Loss: 1.4887... Generator Loss: 0.4103 Epoch 20/30... Discriminator Loss: 1.1198... Generator Loss: 0.7811
Epoch 20/30... Discriminator Loss: 1.1273... Generator Loss: 0.7872 Epoch 20/30... Discriminator Loss: 1.4542... Generator Loss: 0.4624 Epoch 20/30... Discriminator Loss: 1.1650... Generator Loss: 0.7712 Epoch 20/30... Discriminator Loss: 1.4069... Generator Loss: 0.5371 Epoch 20/30... Discriminator Loss: 1.2881... Generator Loss: 0.6629 Epoch 20/30... Discriminator Loss: 1.2846... Generator Loss: 0.7921 Epoch 20/30... Discriminator Loss: 1.2915... Generator Loss: 0.7417 Epoch 20/30... Discriminator Loss: 1.4429... Generator Loss: 0.4402 Epoch 20/30... Discriminator Loss: 1.2725... Generator Loss: 0.6621 Epoch 20/30... Discriminator Loss: 1.1995... Generator Loss: 1.0741
Epoch 20/30... Discriminator Loss: 1.4512... Generator Loss: 0.8571 Epoch 20/30... Discriminator Loss: 1.2114... Generator Loss: 1.1728 Epoch 20/30... Discriminator Loss: 1.2809... Generator Loss: 0.8722 Epoch 20/30... Discriminator Loss: 1.3051... Generator Loss: 0.9006 Epoch 20/30... Discriminator Loss: 1.1182... Generator Loss: 0.8339 Epoch 20/30... Discriminator Loss: 1.2323... Generator Loss: 0.9911 Epoch 20/30... Discriminator Loss: 1.2193... Generator Loss: 0.6783 Epoch 20/30... Discriminator Loss: 1.4608... Generator Loss: 0.4561 Epoch 20/30... Discriminator Loss: 1.3068... Generator Loss: 0.5873 Epoch 20/30... Discriminator Loss: 1.3153... Generator Loss: 0.6528
Epoch 20/30... Discriminator Loss: 1.5502... Generator Loss: 0.6186 Epoch 20/30... Discriminator Loss: 1.0647... Generator Loss: 0.9803 Epoch 20/30... Discriminator Loss: 1.1529... Generator Loss: 1.2452 Epoch 20/30... Discriminator Loss: 1.3182... Generator Loss: 0.8149 Epoch 20/30... Discriminator Loss: 1.3309... Generator Loss: 0.8648 Epoch 20/30... Discriminator Loss: 1.4441... Generator Loss: 0.4898 Epoch 20/30... Discriminator Loss: 1.3382... Generator Loss: 0.7490 Epoch 20/30... Discriminator Loss: 1.5331... Generator Loss: 0.4110 Epoch 20/30... Discriminator Loss: 1.2836... Generator Loss: 0.7213 Epoch 20/30... Discriminator Loss: 1.2824... Generator Loss: 0.9689
Epoch 20/30... Discriminator Loss: 1.3507... Generator Loss: 0.5132 Epoch 20/30... Discriminator Loss: 1.2818... Generator Loss: 0.7157 Epoch 20/30... Discriminator Loss: 1.4641... Generator Loss: 1.1082 Epoch 20/30... Discriminator Loss: 1.2641... Generator Loss: 0.7078 Epoch 20/30... Discriminator Loss: 1.3028... Generator Loss: 0.7042 Epoch 20/30... Discriminator Loss: 1.2611... Generator Loss: 0.7973 Epoch 20/30... Discriminator Loss: 1.2697... Generator Loss: 0.8650 Epoch 20/30... Discriminator Loss: 1.2959... Generator Loss: 0.7969 Epoch 20/30... Discriminator Loss: 1.3624... Generator Loss: 0.7007 Epoch 20/30... Discriminator Loss: 1.3324... Generator Loss: 0.8714
Epoch 20/30... Discriminator Loss: 1.5318... Generator Loss: 1.1355 Epoch 20/30... Discriminator Loss: 1.4061... Generator Loss: 1.1941 Epoch 20/30... Discriminator Loss: 1.3955... Generator Loss: 0.9082 Epoch 20/30... Discriminator Loss: 1.2050... Generator Loss: 0.7272 Epoch 20/30... Discriminator Loss: 1.3762... Generator Loss: 0.8130 Epoch 20/30... Discriminator Loss: 1.5062... Generator Loss: 0.8344 Epoch 20/30... Discriminator Loss: 1.2786... Generator Loss: 0.6040 Epoch 20/30... Discriminator Loss: 1.2978... Generator Loss: 0.7484 Epoch 20/30... Discriminator Loss: 1.2212... Generator Loss: 0.7628 Epoch 20/30... Discriminator Loss: 1.1569... Generator Loss: 0.7728
Epoch 20/30... Discriminator Loss: 1.2767... Generator Loss: 0.7170 Epoch 20/30... Discriminator Loss: 1.3213... Generator Loss: 1.0855 Epoch 20/30... Discriminator Loss: 1.4202... Generator Loss: 0.8583 Epoch 20/30... Discriminator Loss: 1.2866... Generator Loss: 0.8326 Epoch 20/30... Discriminator Loss: 1.2868... Generator Loss: 0.7917 Epoch 20/30... Discriminator Loss: 1.3956... Generator Loss: 0.8641 Epoch 20/30... Discriminator Loss: 1.3524... Generator Loss: 0.7635 Epoch 20/30... Discriminator Loss: 1.3505... Generator Loss: 0.9546 Epoch 20/30... Discriminator Loss: 1.2383... Generator Loss: 1.2153 Epoch 20/30... Discriminator Loss: 1.3896... Generator Loss: 0.5399
Epoch 20/30... Discriminator Loss: 1.1717... Generator Loss: 0.7016 Epoch 20/30... Discriminator Loss: 1.3693... Generator Loss: 0.5076 Epoch 20/30... Discriminator Loss: 0.9432... Generator Loss: 1.0730 Epoch 20/30... Discriminator Loss: 1.5361... Generator Loss: 1.1910 Epoch 20/30... Discriminator Loss: 1.2264... Generator Loss: 1.1294 Epoch 20/30... Discriminator Loss: 1.4761... Generator Loss: 0.4367 Epoch 20/30... Discriminator Loss: 1.4161... Generator Loss: 0.5083 Epoch 20/30... Discriminator Loss: 1.1887... Generator Loss: 0.7636 Epoch 20/30... Discriminator Loss: 1.2837... Generator Loss: 0.5589 Epoch 20/30... Discriminator Loss: 1.2471... Generator Loss: 0.6232
Epoch 20/30... Discriminator Loss: 1.2559... Generator Loss: 0.5504 Epoch 20/30... Discriminator Loss: 1.4231... Generator Loss: 0.5360 Epoch 20/30... Discriminator Loss: 1.2968... Generator Loss: 0.8635 Epoch 20/30... Discriminator Loss: 1.1712... Generator Loss: 0.8196 Epoch 20/30... Discriminator Loss: 1.2413... Generator Loss: 0.9410 Epoch 20/30... Discriminator Loss: 1.4084... Generator Loss: 0.7713 Epoch 20/30... Discriminator Loss: 1.2098... Generator Loss: 1.1616 Epoch 20/30... Discriminator Loss: 1.4297... Generator Loss: 0.4539 Epoch 20/30... Discriminator Loss: 1.2090... Generator Loss: 1.1119 Epoch 20/30... Discriminator Loss: 1.3113... Generator Loss: 0.6699
Epoch 20/30... Discriminator Loss: 1.3336... Generator Loss: 0.7920 Epoch 20/30... Discriminator Loss: 1.2581... Generator Loss: 0.7047 Epoch 20/30... Discriminator Loss: 1.3331... Generator Loss: 0.7438 Epoch 20/30... Discriminator Loss: 1.1433... Generator Loss: 0.9618 Epoch 20/30... Discriminator Loss: 1.3560... Generator Loss: 0.5033 Epoch 20/30... Discriminator Loss: 1.3951... Generator Loss: 0.6584 Epoch 20/30... Discriminator Loss: 1.3217... Generator Loss: 0.7302 Epoch 20/30... Discriminator Loss: 1.2812... Generator Loss: 0.8212 Epoch 20/30... Discriminator Loss: 1.0946... Generator Loss: 0.7947 Epoch 20/30... Discriminator Loss: 1.2585... Generator Loss: 0.7031
Epoch 20/30... Discriminator Loss: 1.1998... Generator Loss: 1.0870 Epoch 20/30... Discriminator Loss: 1.1203... Generator Loss: 0.9797 Epoch 20/30... Discriminator Loss: 1.3311... Generator Loss: 0.7146 Epoch 20/30... Discriminator Loss: 1.2245... Generator Loss: 0.8192 Epoch 20/30... Discriminator Loss: 1.3968... Generator Loss: 0.5619 Epoch 20/30... Discriminator Loss: 1.4456... Generator Loss: 0.8218 Epoch 20/30... Discriminator Loss: 1.6326... Generator Loss: 0.4287 Epoch 20/30... Discriminator Loss: 1.3585... Generator Loss: 0.9423 Epoch 20/30... Discriminator Loss: 1.5172... Generator Loss: 0.6071 Epoch 20/30... Discriminator Loss: 1.4430... Generator Loss: 0.5590
Epoch 20/30... Discriminator Loss: 1.3298... Generator Loss: 0.5926 Epoch 20/30... Discriminator Loss: 1.3941... Generator Loss: 0.4200 Epoch 20/30... Discriminator Loss: 1.2308... Generator Loss: 0.6827 Epoch 20/30... Discriminator Loss: 1.1344... Generator Loss: 0.9963 Epoch 20/30... Discriminator Loss: 1.3235... Generator Loss: 0.7008 Epoch 20/30... Discriminator Loss: 1.1983... Generator Loss: 0.9635 Epoch 20/30... Discriminator Loss: 1.4365... Generator Loss: 0.4728 Epoch 20/30... Discriminator Loss: 1.6289... Generator Loss: 0.3610 Epoch 20/30... Discriminator Loss: 1.4797... Generator Loss: 0.5946 Epoch 20/30... Discriminator Loss: 1.3233... Generator Loss: 0.8613
Epoch 20/30... Discriminator Loss: 1.1903... Generator Loss: 0.7507 Epoch 20/30... Discriminator Loss: 1.3049... Generator Loss: 1.3443 Epoch 20/30... Discriminator Loss: 1.3671... Generator Loss: 0.8738 Epoch 20/30... Discriminator Loss: 1.3240... Generator Loss: 0.6898 Epoch 20/30... Discriminator Loss: 1.2084... Generator Loss: 0.6645 Epoch 20/30... Discriminator Loss: 1.4589... Generator Loss: 0.6943 Epoch 20/30... Discriminator Loss: 1.4048... Generator Loss: 0.6838 Epoch 20/30... Discriminator Loss: 1.2773... Generator Loss: 0.9093 Epoch 20/30... Discriminator Loss: 1.3070... Generator Loss: 0.5659 Epoch 20/30... Discriminator Loss: 1.5647... Generator Loss: 0.4379
Epoch 20/30... Discriminator Loss: 1.3413... Generator Loss: 0.8174 Epoch 20/30... Discriminator Loss: 1.3953... Generator Loss: 0.8807 Epoch 20/30... Discriminator Loss: 1.4544... Generator Loss: 0.5083 Epoch 20/30... Discriminator Loss: 1.5113... Generator Loss: 0.7927 epoch_i 20 Epoch 21/30... Discriminator Loss: 1.4056... Generator Loss: 0.4548 Epoch 21/30... Discriminator Loss: 1.3487... Generator Loss: 0.6475 Epoch 21/30... Discriminator Loss: 1.8327... Generator Loss: 1.4653 Epoch 21/30... Discriminator Loss: 1.5252... Generator Loss: 0.4809 Epoch 21/30... Discriminator Loss: 1.0554... Generator Loss: 0.9440 Epoch 21/30... Discriminator Loss: 1.2814... Generator Loss: 0.8828
Epoch 21/30... Discriminator Loss: 1.3587... Generator Loss: 0.5114 Epoch 21/30... Discriminator Loss: 1.3292... Generator Loss: 0.6119 Epoch 21/30... Discriminator Loss: 1.3675... Generator Loss: 0.5502 Epoch 21/30... Discriminator Loss: 1.5045... Generator Loss: 1.2597 Epoch 21/30... Discriminator Loss: 1.3575... Generator Loss: 0.8139 Epoch 21/30... Discriminator Loss: 1.4323... Generator Loss: 0.6652 Epoch 21/30... Discriminator Loss: 1.4952... Generator Loss: 0.6412 Epoch 21/30... Discriminator Loss: 1.1058... Generator Loss: 0.9459 Epoch 21/30... Discriminator Loss: 1.1082... Generator Loss: 0.7705 Epoch 21/30... Discriminator Loss: 1.1954... Generator Loss: 0.8102
Epoch 21/30... Discriminator Loss: 1.4224... Generator Loss: 0.5204 Epoch 21/30... Discriminator Loss: 1.1539... Generator Loss: 0.8873 Epoch 21/30... Discriminator Loss: 1.3767... Generator Loss: 0.9222 Epoch 21/30... Discriminator Loss: 1.2326... Generator Loss: 0.5973 Epoch 21/30... Discriminator Loss: 1.6117... Generator Loss: 0.4471 Epoch 21/30... Discriminator Loss: 1.1353... Generator Loss: 0.8761 Epoch 21/30... Discriminator Loss: 1.3579... Generator Loss: 0.6261 Epoch 21/30... Discriminator Loss: 1.1315... Generator Loss: 0.9563 Epoch 21/30... Discriminator Loss: 1.7399... Generator Loss: 0.3323 Epoch 21/30... Discriminator Loss: 1.4646... Generator Loss: 0.4666
Epoch 21/30... Discriminator Loss: 1.1488... Generator Loss: 0.7052 Epoch 21/30... Discriminator Loss: 1.0798... Generator Loss: 1.0552 Epoch 21/30... Discriminator Loss: 1.3631... Generator Loss: 0.5238 Epoch 21/30... Discriminator Loss: 1.2076... Generator Loss: 0.8272 Epoch 21/30... Discriminator Loss: 1.4459... Generator Loss: 0.5822 Epoch 21/30... Discriminator Loss: 1.2562... Generator Loss: 0.8388 Epoch 21/30... Discriminator Loss: 1.3952... Generator Loss: 0.5480 Epoch 21/30... Discriminator Loss: 1.2568... Generator Loss: 0.7012 Epoch 21/30... Discriminator Loss: 1.4174... Generator Loss: 0.8452 Epoch 21/30... Discriminator Loss: 1.4131... Generator Loss: 0.5133
Epoch 21/30... Discriminator Loss: 1.3587... Generator Loss: 0.6086 Epoch 21/30... Discriminator Loss: 1.5187... Generator Loss: 0.5338 Epoch 21/30... Discriminator Loss: 1.3580... Generator Loss: 0.6227 Epoch 21/30... Discriminator Loss: 1.1717... Generator Loss: 0.9207 Epoch 21/30... Discriminator Loss: 1.2458... Generator Loss: 0.8298 Epoch 21/30... Discriminator Loss: 1.1541... Generator Loss: 1.0433 Epoch 21/30... Discriminator Loss: 1.5952... Generator Loss: 0.9383 Epoch 21/30... Discriminator Loss: 1.5827... Generator Loss: 1.2846 Epoch 21/30... Discriminator Loss: 1.2701... Generator Loss: 0.6026 Epoch 21/30... Discriminator Loss: 1.2828... Generator Loss: 0.5050
Epoch 21/30... Discriminator Loss: 1.3955... Generator Loss: 0.4610 Epoch 21/30... Discriminator Loss: 1.3253... Generator Loss: 0.8884 Epoch 21/30... Discriminator Loss: 1.3351... Generator Loss: 0.5695 Epoch 21/30... Discriminator Loss: 1.3551... Generator Loss: 0.6195 Epoch 21/30... Discriminator Loss: 1.2713... Generator Loss: 0.7734 Epoch 21/30... Discriminator Loss: 1.3448... Generator Loss: 0.9058 Epoch 21/30... Discriminator Loss: 1.4293... Generator Loss: 0.5111 Epoch 21/30... Discriminator Loss: 1.3198... Generator Loss: 0.8941 Epoch 21/30... Discriminator Loss: 1.2901... Generator Loss: 0.7153 Epoch 21/30... Discriminator Loss: 1.2014... Generator Loss: 0.7301
Epoch 21/30... Discriminator Loss: 1.3073... Generator Loss: 0.6396 Epoch 21/30... Discriminator Loss: 1.3125... Generator Loss: 0.7793 Epoch 21/30... Discriminator Loss: 1.2194... Generator Loss: 0.7226 Epoch 21/30... Discriminator Loss: 1.3595... Generator Loss: 0.5351 Epoch 21/30... Discriminator Loss: 1.3385... Generator Loss: 0.5641 Epoch 21/30... Discriminator Loss: 1.4842... Generator Loss: 1.3117 Epoch 21/30... Discriminator Loss: 1.5508... Generator Loss: 1.3213 Epoch 21/30... Discriminator Loss: 1.4339... Generator Loss: 1.0912 Epoch 21/30... Discriminator Loss: 1.2515... Generator Loss: 0.7706 Epoch 21/30... Discriminator Loss: 1.7340... Generator Loss: 0.8896
Epoch 21/30... Discriminator Loss: 1.2272... Generator Loss: 0.6587 Epoch 21/30... Discriminator Loss: 1.3433... Generator Loss: 0.6679 Epoch 21/30... Discriminator Loss: 1.4300... Generator Loss: 0.5483 Epoch 21/30... Discriminator Loss: 1.2395... Generator Loss: 0.7771 Epoch 21/30... Discriminator Loss: 1.1470... Generator Loss: 0.7913 Epoch 21/30... Discriminator Loss: 1.4096... Generator Loss: 0.8509 Epoch 21/30... Discriminator Loss: 1.2892... Generator Loss: 0.7287 Epoch 21/30... Discriminator Loss: 1.4148... Generator Loss: 0.4564 Epoch 21/30... Discriminator Loss: 1.3142... Generator Loss: 0.9747 Epoch 21/30... Discriminator Loss: 1.3754... Generator Loss: 0.9274
Epoch 21/30... Discriminator Loss: 1.0783... Generator Loss: 0.9601 Epoch 21/30... Discriminator Loss: 1.3361... Generator Loss: 0.6617 Epoch 21/30... Discriminator Loss: 1.3142... Generator Loss: 0.6840 Epoch 21/30... Discriminator Loss: 1.3587... Generator Loss: 0.7521 Epoch 21/30... Discriminator Loss: 1.4045... Generator Loss: 0.5607 Epoch 21/30... Discriminator Loss: 1.2839... Generator Loss: 0.8984 Epoch 21/30... Discriminator Loss: 1.3151... Generator Loss: 0.6750 Epoch 21/30... Discriminator Loss: 1.4103... Generator Loss: 0.9340 Epoch 21/30... Discriminator Loss: 1.4124... Generator Loss: 0.7110 Epoch 21/30... Discriminator Loss: 1.3571... Generator Loss: 1.0487
Epoch 21/30... Discriminator Loss: 1.5095... Generator Loss: 0.4915 Epoch 21/30... Discriminator Loss: 1.4266... Generator Loss: 0.6114 Epoch 21/30... Discriminator Loss: 1.3619... Generator Loss: 0.5709 Epoch 21/30... Discriminator Loss: 1.4103... Generator Loss: 0.7547 Epoch 21/30... Discriminator Loss: 1.1821... Generator Loss: 0.9146 Epoch 21/30... Discriminator Loss: 1.3169... Generator Loss: 0.7246 Epoch 21/30... Discriminator Loss: 1.2158... Generator Loss: 0.7780 Epoch 21/30... Discriminator Loss: 1.3751... Generator Loss: 0.6284 Epoch 21/30... Discriminator Loss: 1.2068... Generator Loss: 0.8073 Epoch 21/30... Discriminator Loss: 1.2463... Generator Loss: 0.6345
Epoch 21/30... Discriminator Loss: 0.9569... Generator Loss: 1.0550 Epoch 21/30... Discriminator Loss: 1.3038... Generator Loss: 0.9683 Epoch 21/30... Discriminator Loss: 1.0750... Generator Loss: 1.0986 Epoch 21/30... Discriminator Loss: 1.2839... Generator Loss: 0.5763 Epoch 21/30... Discriminator Loss: 1.3013... Generator Loss: 1.0933 Epoch 21/30... Discriminator Loss: 1.2358... Generator Loss: 0.6022 Epoch 21/30... Discriminator Loss: 1.1401... Generator Loss: 0.7233 Epoch 21/30... Discriminator Loss: 1.1213... Generator Loss: 0.7125 Epoch 21/30... Discriminator Loss: 1.1830... Generator Loss: 0.6542 Epoch 21/30... Discriminator Loss: 1.2148... Generator Loss: 1.1118
Epoch 21/30... Discriminator Loss: 1.3246... Generator Loss: 0.9005 Epoch 21/30... Discriminator Loss: 1.2528... Generator Loss: 0.6050 Epoch 21/30... Discriminator Loss: 1.5713... Generator Loss: 0.3375 Epoch 21/30... Discriminator Loss: 1.1538... Generator Loss: 0.9978 Epoch 21/30... Discriminator Loss: 0.9114... Generator Loss: 1.2050 Epoch 21/30... Discriminator Loss: 0.9815... Generator Loss: 1.1693 Epoch 21/30... Discriminator Loss: 1.2920... Generator Loss: 0.9957 Epoch 21/30... Discriminator Loss: 1.6041... Generator Loss: 0.3391 Epoch 21/30... Discriminator Loss: 1.2295... Generator Loss: 0.5476 Epoch 21/30... Discriminator Loss: 1.3177... Generator Loss: 0.8468
Epoch 21/30... Discriminator Loss: 1.2044... Generator Loss: 0.7957 Epoch 21/30... Discriminator Loss: 1.2793... Generator Loss: 0.7718 Epoch 21/30... Discriminator Loss: 1.4228... Generator Loss: 0.4626 Epoch 21/30... Discriminator Loss: 1.2540... Generator Loss: 1.3008 Epoch 21/30... Discriminator Loss: 1.2755... Generator Loss: 0.7347 Epoch 21/30... Discriminator Loss: 1.2744... Generator Loss: 0.8676 Epoch 21/30... Discriminator Loss: 1.4671... Generator Loss: 0.4967 Epoch 21/30... Discriminator Loss: 1.1898... Generator Loss: 0.9077 Epoch 21/30... Discriminator Loss: 0.9278... Generator Loss: 1.1688 Epoch 21/30... Discriminator Loss: 1.4375... Generator Loss: 0.7023
Epoch 21/30... Discriminator Loss: 1.2348... Generator Loss: 0.9381 Epoch 21/30... Discriminator Loss: 1.4903... Generator Loss: 0.7162 Epoch 21/30... Discriminator Loss: 1.3275... Generator Loss: 0.8763 Epoch 21/30... Discriminator Loss: 1.1307... Generator Loss: 1.5760 Epoch 21/30... Discriminator Loss: 1.3779... Generator Loss: 0.5169 Epoch 21/30... Discriminator Loss: 1.2999... Generator Loss: 0.7195 Epoch 21/30... Discriminator Loss: 1.1800... Generator Loss: 0.8145 Epoch 21/30... Discriminator Loss: 2.0570... Generator Loss: 1.2571 Epoch 21/30... Discriminator Loss: 1.4547... Generator Loss: 0.7394 Epoch 21/30... Discriminator Loss: 1.5138... Generator Loss: 0.3833
Epoch 21/30... Discriminator Loss: 1.3538... Generator Loss: 0.6124 Epoch 21/30... Discriminator Loss: 1.4966... Generator Loss: 0.5319 Epoch 21/30... Discriminator Loss: 1.3334... Generator Loss: 0.6457 Epoch 21/30... Discriminator Loss: 1.2023... Generator Loss: 0.9587 Epoch 21/30... Discriminator Loss: 1.5085... Generator Loss: 0.5133 Epoch 21/30... Discriminator Loss: 1.9469... Generator Loss: 1.6982 Epoch 21/30... Discriminator Loss: 1.2890... Generator Loss: 0.9036 Epoch 21/30... Discriminator Loss: 1.1714... Generator Loss: 0.7369 Epoch 21/30... Discriminator Loss: 1.3059... Generator Loss: 0.8086 Epoch 21/30... Discriminator Loss: 1.3377... Generator Loss: 0.5633
Epoch 21/30... Discriminator Loss: 1.2760... Generator Loss: 0.9261 Epoch 21/30... Discriminator Loss: 1.3206... Generator Loss: 0.9242 Epoch 21/30... Discriminator Loss: 1.4613... Generator Loss: 0.5091 Epoch 21/30... Discriminator Loss: 1.3281... Generator Loss: 0.5472 Epoch 21/30... Discriminator Loss: 1.4863... Generator Loss: 0.5201 Epoch 21/30... Discriminator Loss: 1.2368... Generator Loss: 0.7655 Epoch 21/30... Discriminator Loss: 1.3338... Generator Loss: 0.5156 Epoch 21/30... Discriminator Loss: 1.2816... Generator Loss: 0.8751 Epoch 21/30... Discriminator Loss: 1.3351... Generator Loss: 0.8619 Epoch 21/30... Discriminator Loss: 1.1992... Generator Loss: 0.7911
Epoch 21/30... Discriminator Loss: 1.2994... Generator Loss: 0.6955 Epoch 21/30... Discriminator Loss: 1.3981... Generator Loss: 0.6473 epoch_i 21 Epoch 22/30... Discriminator Loss: 1.4028... Generator Loss: 0.4312 Epoch 22/30... Discriminator Loss: 1.2539... Generator Loss: 0.7944 Epoch 22/30... Discriminator Loss: 1.2395... Generator Loss: 0.6630 Epoch 22/30... Discriminator Loss: 1.3559... Generator Loss: 0.5860 Epoch 22/30... Discriminator Loss: 1.4741... Generator Loss: 0.4852 Epoch 22/30... Discriminator Loss: 1.2436... Generator Loss: 0.9270 Epoch 22/30... Discriminator Loss: 1.4975... Generator Loss: 0.4415 Epoch 22/30... Discriminator Loss: 1.3383... Generator Loss: 0.6953
Epoch 22/30... Discriminator Loss: 1.1784... Generator Loss: 0.8760 Epoch 22/30... Discriminator Loss: 1.2438... Generator Loss: 0.7906 Epoch 22/30... Discriminator Loss: 1.3434... Generator Loss: 0.4812 Epoch 22/30... Discriminator Loss: 1.1871... Generator Loss: 0.8019 Epoch 22/30... Discriminator Loss: 1.0700... Generator Loss: 0.7102 Epoch 22/30... Discriminator Loss: 1.2288... Generator Loss: 1.1839 Epoch 22/30... Discriminator Loss: 1.6729... Generator Loss: 0.3681 Epoch 22/30... Discriminator Loss: 1.4115... Generator Loss: 0.7655 Epoch 22/30... Discriminator Loss: 1.4931... Generator Loss: 0.5432 Epoch 22/30... Discriminator Loss: 1.3393... Generator Loss: 0.6111
Epoch 22/30... Discriminator Loss: 1.3209... Generator Loss: 1.3664 Epoch 22/30... Discriminator Loss: 1.3373... Generator Loss: 1.1328 Epoch 22/30... Discriminator Loss: 1.0898... Generator Loss: 1.0931 Epoch 22/30... Discriminator Loss: 1.1745... Generator Loss: 0.8438 Epoch 22/30... Discriminator Loss: 1.4923... Generator Loss: 0.8352 Epoch 22/30... Discriminator Loss: 1.2968... Generator Loss: 0.7899 Epoch 22/30... Discriminator Loss: 1.3939... Generator Loss: 0.5231 Epoch 22/30... Discriminator Loss: 1.2462... Generator Loss: 0.6488 Epoch 22/30... Discriminator Loss: 1.2867... Generator Loss: 1.0891 Epoch 22/30... Discriminator Loss: 1.2245... Generator Loss: 0.8153
Epoch 22/30... Discriminator Loss: 1.4670... Generator Loss: 0.4804 Epoch 22/30... Discriminator Loss: 1.7615... Generator Loss: 0.2963 Epoch 22/30... Discriminator Loss: 1.4388... Generator Loss: 0.4976 Epoch 22/30... Discriminator Loss: 1.1556... Generator Loss: 0.8434 Epoch 22/30... Discriminator Loss: 1.4548... Generator Loss: 0.7580 Epoch 22/30... Discriminator Loss: 1.2392... Generator Loss: 0.8108 Epoch 22/30... Discriminator Loss: 1.4807... Generator Loss: 0.5080 Epoch 22/30... Discriminator Loss: 1.1263... Generator Loss: 1.0869 Epoch 22/30... Discriminator Loss: 1.3797... Generator Loss: 0.6412 Epoch 22/30... Discriminator Loss: 1.3018... Generator Loss: 0.7549
Epoch 22/30... Discriminator Loss: 1.3484... Generator Loss: 1.0154 Epoch 22/30... Discriminator Loss: 1.3035... Generator Loss: 0.5841 Epoch 22/30... Discriminator Loss: 1.3413... Generator Loss: 0.6635 Epoch 22/30... Discriminator Loss: 1.1711... Generator Loss: 0.8451 Epoch 22/30... Discriminator Loss: 1.3619... Generator Loss: 0.9730 Epoch 22/30... Discriminator Loss: 1.3320... Generator Loss: 0.6986 Epoch 22/30... Discriminator Loss: 1.2941... Generator Loss: 0.5750 Epoch 22/30... Discriminator Loss: 1.4070... Generator Loss: 0.6485 Epoch 22/30... Discriminator Loss: 1.3451... Generator Loss: 1.0908 Epoch 22/30... Discriminator Loss: 1.4403... Generator Loss: 0.7168
Epoch 22/30... Discriminator Loss: 1.4287... Generator Loss: 0.5670 Epoch 22/30... Discriminator Loss: 1.3023... Generator Loss: 0.5531 Epoch 22/30... Discriminator Loss: 1.2110... Generator Loss: 0.9187 Epoch 22/30... Discriminator Loss: 1.7959... Generator Loss: 0.2398 Epoch 22/30... Discriminator Loss: 1.2619... Generator Loss: 0.6941 Epoch 22/30... Discriminator Loss: 1.2940... Generator Loss: 0.7052 Epoch 22/30... Discriminator Loss: 1.2826... Generator Loss: 0.7958 Epoch 22/30... Discriminator Loss: 1.3090... Generator Loss: 0.6034 Epoch 22/30... Discriminator Loss: 1.3174... Generator Loss: 0.5636 Epoch 22/30... Discriminator Loss: 1.3175... Generator Loss: 0.7367
Epoch 22/30... Discriminator Loss: 1.3043... Generator Loss: 0.6281 Epoch 22/30... Discriminator Loss: 1.2519... Generator Loss: 0.7782 Epoch 22/30... Discriminator Loss: 1.4340... Generator Loss: 0.8130 Epoch 22/30... Discriminator Loss: 1.1997... Generator Loss: 0.7983 Epoch 22/30... Discriminator Loss: 1.3936... Generator Loss: 0.5046 Epoch 22/30... Discriminator Loss: 1.4559... Generator Loss: 1.0395 Epoch 22/30... Discriminator Loss: 1.3015... Generator Loss: 0.6167 Epoch 22/30... Discriminator Loss: 1.4088... Generator Loss: 0.5344 Epoch 22/30... Discriminator Loss: 1.4721... Generator Loss: 0.5432 Epoch 22/30... Discriminator Loss: 1.3441... Generator Loss: 0.5682
Epoch 22/30... Discriminator Loss: 1.1113... Generator Loss: 0.7636 Epoch 22/30... Discriminator Loss: 1.2030... Generator Loss: 0.5688 Epoch 22/30... Discriminator Loss: 1.4814... Generator Loss: 0.4025 Epoch 22/30... Discriminator Loss: 1.3862... Generator Loss: 0.7564 Epoch 22/30... Discriminator Loss: 1.2882... Generator Loss: 0.7438 Epoch 22/30... Discriminator Loss: 1.2715... Generator Loss: 0.6924 Epoch 22/30... Discriminator Loss: 1.2658... Generator Loss: 0.9457 Epoch 22/30... Discriminator Loss: 1.3138... Generator Loss: 0.6451 Epoch 22/30... Discriminator Loss: 1.4566... Generator Loss: 0.6202 Epoch 22/30... Discriminator Loss: 1.4501... Generator Loss: 0.7140
Epoch 22/30... Discriminator Loss: 1.3374... Generator Loss: 0.8257 Epoch 22/30... Discriminator Loss: 1.4954... Generator Loss: 0.4567 Epoch 22/30... Discriminator Loss: 1.3321... Generator Loss: 1.0809 Epoch 22/30... Discriminator Loss: 1.3057... Generator Loss: 0.9322 Epoch 22/30... Discriminator Loss: 1.2092... Generator Loss: 0.7609 Epoch 22/30... Discriminator Loss: 1.2103... Generator Loss: 0.5341 Epoch 22/30... Discriminator Loss: 1.2726... Generator Loss: 0.7748 Epoch 22/30... Discriminator Loss: 1.1405... Generator Loss: 0.9176 Epoch 22/30... Discriminator Loss: 1.1858... Generator Loss: 0.7068 Epoch 22/30... Discriminator Loss: 1.2254... Generator Loss: 0.6842
Epoch 22/30... Discriminator Loss: 1.5111... Generator Loss: 0.5180 Epoch 22/30... Discriminator Loss: 1.5857... Generator Loss: 0.3962 Epoch 22/30... Discriminator Loss: 1.2820... Generator Loss: 0.9813 Epoch 22/30... Discriminator Loss: 1.2091... Generator Loss: 0.5641 Epoch 22/30... Discriminator Loss: 1.4223... Generator Loss: 0.4671 Epoch 22/30... Discriminator Loss: 1.2895... Generator Loss: 0.5748 Epoch 22/30... Discriminator Loss: 1.3247... Generator Loss: 0.6479 Epoch 22/30... Discriminator Loss: 1.2209... Generator Loss: 0.9005 Epoch 22/30... Discriminator Loss: 1.3491... Generator Loss: 0.6020 Epoch 22/30... Discriminator Loss: 1.2335... Generator Loss: 0.6022
Epoch 22/30... Discriminator Loss: 1.2551... Generator Loss: 0.6379 Epoch 22/30... Discriminator Loss: 1.3193... Generator Loss: 0.6260 Epoch 22/30... Discriminator Loss: 1.3362... Generator Loss: 0.6256 Epoch 22/30... Discriminator Loss: 1.6791... Generator Loss: 0.3213 Epoch 22/30... Discriminator Loss: 1.2416... Generator Loss: 0.6186 Epoch 22/30... Discriminator Loss: 1.4018... Generator Loss: 0.5838 Epoch 22/30... Discriminator Loss: 1.4166... Generator Loss: 0.5211 Epoch 22/30... Discriminator Loss: 1.3812... Generator Loss: 0.4755 Epoch 22/30... Discriminator Loss: 1.3861... Generator Loss: 0.5137 Epoch 22/30... Discriminator Loss: 1.3746... Generator Loss: 0.6881
Epoch 22/30... Discriminator Loss: 1.1950... Generator Loss: 0.6533 Epoch 22/30... Discriminator Loss: 1.3061... Generator Loss: 0.6473 Epoch 22/30... Discriminator Loss: 1.3946... Generator Loss: 0.7338 Epoch 22/30... Discriminator Loss: 1.2609... Generator Loss: 0.7739 Epoch 22/30... Discriminator Loss: 1.2452... Generator Loss: 0.7598 Epoch 22/30... Discriminator Loss: 1.2114... Generator Loss: 0.9359 Epoch 22/30... Discriminator Loss: 1.4984... Generator Loss: 0.4564 Epoch 22/30... Discriminator Loss: 1.2208... Generator Loss: 0.8128 Epoch 22/30... Discriminator Loss: 1.3218... Generator Loss: 0.9050 Epoch 22/30... Discriminator Loss: 1.1134... Generator Loss: 1.0505
Epoch 22/30... Discriminator Loss: 1.3873... Generator Loss: 0.7108 Epoch 22/30... Discriminator Loss: 1.2577... Generator Loss: 1.0199 Epoch 22/30... Discriminator Loss: 1.3593... Generator Loss: 0.6004 Epoch 22/30... Discriminator Loss: 1.3605... Generator Loss: 0.5800 Epoch 22/30... Discriminator Loss: 1.7041... Generator Loss: 1.5247 Epoch 22/30... Discriminator Loss: 1.3632... Generator Loss: 0.8920 Epoch 22/30... Discriminator Loss: 1.3580... Generator Loss: 0.8219 Epoch 22/30... Discriminator Loss: 1.2851... Generator Loss: 0.7037 Epoch 22/30... Discriminator Loss: 1.3913... Generator Loss: 0.5473 Epoch 22/30... Discriminator Loss: 1.3277... Generator Loss: 0.5783
Epoch 22/30... Discriminator Loss: 1.2780... Generator Loss: 0.9905 Epoch 22/30... Discriminator Loss: 1.2251... Generator Loss: 0.9823 Epoch 22/30... Discriminator Loss: 1.3000... Generator Loss: 0.4729 Epoch 22/30... Discriminator Loss: 1.2187... Generator Loss: 0.9259 Epoch 22/30... Discriminator Loss: 1.4226... Generator Loss: 0.7822 Epoch 22/30... Discriminator Loss: 1.2653... Generator Loss: 0.8350 Epoch 22/30... Discriminator Loss: 1.3725... Generator Loss: 0.6095 Epoch 22/30... Discriminator Loss: 1.5295... Generator Loss: 0.5009 Epoch 22/30... Discriminator Loss: 1.3464... Generator Loss: 1.2460 Epoch 22/30... Discriminator Loss: 1.3045... Generator Loss: 0.6387
Epoch 22/30... Discriminator Loss: 1.2846... Generator Loss: 0.6510 Epoch 22/30... Discriminator Loss: 1.2442... Generator Loss: 0.9079 Epoch 22/30... Discriminator Loss: 1.4780... Generator Loss: 0.6640 Epoch 22/30... Discriminator Loss: 1.3012... Generator Loss: 1.0295 Epoch 22/30... Discriminator Loss: 1.1211... Generator Loss: 1.0799 Epoch 22/30... Discriminator Loss: 1.1731... Generator Loss: 1.3264 Epoch 22/30... Discriminator Loss: 1.3428... Generator Loss: 0.6448 Epoch 22/30... Discriminator Loss: 1.5094... Generator Loss: 0.5266 Epoch 22/30... Discriminator Loss: 1.0631... Generator Loss: 1.3278 Epoch 22/30... Discriminator Loss: 1.2907... Generator Loss: 0.6781
Epoch 22/30... Discriminator Loss: 1.3331... Generator Loss: 0.7631 Epoch 22/30... Discriminator Loss: 1.3260... Generator Loss: 0.6719 Epoch 22/30... Discriminator Loss: 1.1774... Generator Loss: 0.8877 Epoch 22/30... Discriminator Loss: 1.1397... Generator Loss: 0.6372 Epoch 22/30... Discriminator Loss: 1.5971... Generator Loss: 0.4153 Epoch 22/30... Discriminator Loss: 1.2059... Generator Loss: 0.7323 Epoch 22/30... Discriminator Loss: 1.4779... Generator Loss: 0.4692 Epoch 22/30... Discriminator Loss: 1.5085... Generator Loss: 0.4919 Epoch 22/30... Discriminator Loss: 2.0430... Generator Loss: 0.4060 Epoch 22/30... Discriminator Loss: 1.4959... Generator Loss: 0.8322
epoch_i 22 Epoch 23/30... Discriminator Loss: 1.2774... Generator Loss: 0.4967 Epoch 23/30... Discriminator Loss: 1.3857... Generator Loss: 0.5510 Epoch 23/30... Discriminator Loss: 1.9387... Generator Loss: 1.5429 Epoch 23/30... Discriminator Loss: 1.6189... Generator Loss: 1.4971 Epoch 23/30... Discriminator Loss: 1.6972... Generator Loss: 1.0303 Epoch 23/30... Discriminator Loss: 1.3336... Generator Loss: 0.7276 Epoch 23/30... Discriminator Loss: 1.3113... Generator Loss: 0.5775 Epoch 23/30... Discriminator Loss: 1.4313... Generator Loss: 0.5033 Epoch 23/30... Discriminator Loss: 1.1236... Generator Loss: 0.8467 Epoch 23/30... Discriminator Loss: 1.3325... Generator Loss: 0.7271
Epoch 23/30... Discriminator Loss: 1.2356... Generator Loss: 0.9547 Epoch 23/30... Discriminator Loss: 1.2379... Generator Loss: 0.7994 Epoch 23/30... Discriminator Loss: 1.3878... Generator Loss: 0.6157 Epoch 23/30... Discriminator Loss: 1.4586... Generator Loss: 0.4811 Epoch 23/30... Discriminator Loss: 1.4004... Generator Loss: 0.6855 Epoch 23/30... Discriminator Loss: 1.5416... Generator Loss: 0.8204 Epoch 23/30... Discriminator Loss: 1.1898... Generator Loss: 0.6106 Epoch 23/30... Discriminator Loss: 1.2698... Generator Loss: 0.7479 Epoch 23/30... Discriminator Loss: 1.5324... Generator Loss: 0.4695 Epoch 23/30... Discriminator Loss: 1.2999... Generator Loss: 0.7342
Epoch 23/30... Discriminator Loss: 1.6122... Generator Loss: 0.6484 Epoch 23/30... Discriminator Loss: 1.2005... Generator Loss: 0.7318 Epoch 23/30... Discriminator Loss: 1.2765... Generator Loss: 0.6950 Epoch 23/30... Discriminator Loss: 1.6634... Generator Loss: 0.3280 Epoch 23/30... Discriminator Loss: 1.2500... Generator Loss: 0.5787 Epoch 23/30... Discriminator Loss: 1.3494... Generator Loss: 0.5111 Epoch 23/30... Discriminator Loss: 1.3313... Generator Loss: 0.9206 Epoch 23/30... Discriminator Loss: 1.1832... Generator Loss: 1.1255 Epoch 23/30... Discriminator Loss: 1.1648... Generator Loss: 0.9698 Epoch 23/30... Discriminator Loss: 1.2221... Generator Loss: 0.8029
Epoch 23/30... Discriminator Loss: 1.4515... Generator Loss: 0.4348 Epoch 23/30... Discriminator Loss: 1.3443... Generator Loss: 0.8978 Epoch 23/30... Discriminator Loss: 1.0138... Generator Loss: 0.9405 Epoch 23/30... Discriminator Loss: 1.2027... Generator Loss: 1.0069 Epoch 23/30... Discriminator Loss: 1.3116... Generator Loss: 0.6553 Epoch 23/30... Discriminator Loss: 1.3381... Generator Loss: 0.5510 Epoch 23/30... Discriminator Loss: 1.2764... Generator Loss: 0.6976 Epoch 23/30... Discriminator Loss: 1.2385... Generator Loss: 0.6466 Epoch 23/30... Discriminator Loss: 1.2962... Generator Loss: 0.9461 Epoch 23/30... Discriminator Loss: 1.0385... Generator Loss: 0.8060
Epoch 23/30... Discriminator Loss: 1.2720... Generator Loss: 0.5830 Epoch 23/30... Discriminator Loss: 1.2767... Generator Loss: 0.6812 Epoch 23/30... Discriminator Loss: 1.4012... Generator Loss: 0.6716 Epoch 23/30... Discriminator Loss: 1.4551... Generator Loss: 0.6571 Epoch 23/30... Discriminator Loss: 1.5704... Generator Loss: 0.5036 Epoch 23/30... Discriminator Loss: 1.3832... Generator Loss: 0.6185 Epoch 23/30... Discriminator Loss: 1.5764... Generator Loss: 0.4984 Epoch 23/30... Discriminator Loss: 1.3671... Generator Loss: 0.6045 Epoch 23/30... Discriminator Loss: 1.2194... Generator Loss: 0.9055 Epoch 23/30... Discriminator Loss: 1.4217... Generator Loss: 0.7326
Epoch 23/30... Discriminator Loss: 1.3256... Generator Loss: 0.7179 Epoch 23/30... Discriminator Loss: 1.3055... Generator Loss: 0.6749 Epoch 23/30... Discriminator Loss: 1.2623... Generator Loss: 1.0032 Epoch 23/30... Discriminator Loss: 1.3295... Generator Loss: 0.5725 Epoch 23/30... Discriminator Loss: 1.2419... Generator Loss: 0.6302 Epoch 23/30... Discriminator Loss: 1.3222... Generator Loss: 0.7087 Epoch 23/30... Discriminator Loss: 1.4237... Generator Loss: 0.6276 Epoch 23/30... Discriminator Loss: 1.6273... Generator Loss: 1.3491 Epoch 23/30... Discriminator Loss: 1.2519... Generator Loss: 0.6834 Epoch 23/30... Discriminator Loss: 1.3571... Generator Loss: 1.2195
Epoch 23/30... Discriminator Loss: 1.4925... Generator Loss: 0.3520 Epoch 23/30... Discriminator Loss: 1.2960... Generator Loss: 0.9325 Epoch 23/30... Discriminator Loss: 1.4445... Generator Loss: 0.7562 Epoch 23/30... Discriminator Loss: 1.2944... Generator Loss: 0.8388 Epoch 23/30... Discriminator Loss: 1.1121... Generator Loss: 0.7707 Epoch 23/30... Discriminator Loss: 1.3646... Generator Loss: 0.7144 Epoch 23/30... Discriminator Loss: 1.4345... Generator Loss: 0.4685 Epoch 23/30... Discriminator Loss: 1.3990... Generator Loss: 1.1785 Epoch 23/30... Discriminator Loss: 1.3469... Generator Loss: 0.7548 Epoch 23/30... Discriminator Loss: 1.1058... Generator Loss: 0.8508
Epoch 23/30... Discriminator Loss: 1.4237... Generator Loss: 0.7888 Epoch 23/30... Discriminator Loss: 1.3129... Generator Loss: 0.6590 Epoch 23/30... Discriminator Loss: 1.4639... Generator Loss: 0.6825 Epoch 23/30... Discriminator Loss: 1.2452... Generator Loss: 0.7258 Epoch 23/30... Discriminator Loss: 1.3911... Generator Loss: 0.9123 Epoch 23/30... Discriminator Loss: 1.3555... Generator Loss: 0.4948 Epoch 23/30... Discriminator Loss: 1.4241... Generator Loss: 0.5244 Epoch 23/30... Discriminator Loss: 1.2962... Generator Loss: 0.7999 Epoch 23/30... Discriminator Loss: 1.3725... Generator Loss: 0.7827 Epoch 23/30... Discriminator Loss: 1.2934... Generator Loss: 0.7844
Epoch 23/30... Discriminator Loss: 1.4088... Generator Loss: 0.4908 Epoch 23/30... Discriminator Loss: 1.3315... Generator Loss: 0.8398 Epoch 23/30... Discriminator Loss: 1.5216... Generator Loss: 0.4219 Epoch 23/30... Discriminator Loss: 1.3480... Generator Loss: 0.6727 Epoch 23/30... Discriminator Loss: 1.2714... Generator Loss: 0.9092 Epoch 23/30... Discriminator Loss: 1.4031... Generator Loss: 0.4728 Epoch 23/30... Discriminator Loss: 1.2192... Generator Loss: 0.7627 Epoch 23/30... Discriminator Loss: 1.4533... Generator Loss: 0.8180 Epoch 23/30... Discriminator Loss: 1.1851... Generator Loss: 0.8745 Epoch 23/30... Discriminator Loss: 1.3155... Generator Loss: 0.8286
Epoch 23/30... Discriminator Loss: 1.1135... Generator Loss: 0.8097 Epoch 23/30... Discriminator Loss: 1.3704... Generator Loss: 0.9817 Epoch 23/30... Discriminator Loss: 1.2732... Generator Loss: 0.6177 Epoch 23/30... Discriminator Loss: 1.3053... Generator Loss: 0.5663 Epoch 23/30... Discriminator Loss: 1.3978... Generator Loss: 0.6945 Epoch 23/30... Discriminator Loss: 1.1959... Generator Loss: 0.6486 Epoch 23/30... Discriminator Loss: 1.5300... Generator Loss: 0.4162 Epoch 23/30... Discriminator Loss: 1.3540... Generator Loss: 0.4900 Epoch 23/30... Discriminator Loss: 1.4584... Generator Loss: 0.3606 Epoch 23/30... Discriminator Loss: 1.3499... Generator Loss: 0.7024
Epoch 23/30... Discriminator Loss: 1.4923... Generator Loss: 0.3607 Epoch 23/30... Discriminator Loss: 1.3519... Generator Loss: 0.7274 Epoch 23/30... Discriminator Loss: 1.4593... Generator Loss: 0.4548 Epoch 23/30... Discriminator Loss: 1.2869... Generator Loss: 0.9161 Epoch 23/30... Discriminator Loss: 1.2515... Generator Loss: 0.6407 Epoch 23/30... Discriminator Loss: 1.3387... Generator Loss: 0.7084 Epoch 23/30... Discriminator Loss: 1.4305... Generator Loss: 0.4425 Epoch 23/30... Discriminator Loss: 1.2354... Generator Loss: 0.8630 Epoch 23/30... Discriminator Loss: 1.2846... Generator Loss: 0.5854 Epoch 23/30... Discriminator Loss: 1.2160... Generator Loss: 1.1674
Epoch 23/30... Discriminator Loss: 1.2175... Generator Loss: 1.6066 Epoch 23/30... Discriminator Loss: 1.1304... Generator Loss: 1.0202 Epoch 23/30... Discriminator Loss: 1.0002... Generator Loss: 1.5174 Epoch 23/30... Discriminator Loss: 1.3131... Generator Loss: 1.0511 Epoch 23/30... Discriminator Loss: 1.0044... Generator Loss: 1.1717 Epoch 23/30... Discriminator Loss: 1.2184... Generator Loss: 1.2935 Epoch 23/30... Discriminator Loss: 1.4046... Generator Loss: 0.8448 Epoch 23/30... Discriminator Loss: 1.2349... Generator Loss: 0.8432 Epoch 23/30... Discriminator Loss: 1.3092... Generator Loss: 0.7231 Epoch 23/30... Discriminator Loss: 1.2705... Generator Loss: 0.9273
Epoch 23/30... Discriminator Loss: 1.3649... Generator Loss: 0.5842 Epoch 23/30... Discriminator Loss: 1.4060... Generator Loss: 0.4413 Epoch 23/30... Discriminator Loss: 1.1775... Generator Loss: 0.8791 Epoch 23/30... Discriminator Loss: 1.2270... Generator Loss: 0.9483 Epoch 23/30... Discriminator Loss: 1.3076... Generator Loss: 0.8412 Epoch 23/30... Discriminator Loss: 1.2434... Generator Loss: 0.9022 Epoch 23/30... Discriminator Loss: 1.5111... Generator Loss: 0.4391 Epoch 23/30... Discriminator Loss: 1.4155... Generator Loss: 0.7830 Epoch 23/30... Discriminator Loss: 0.8938... Generator Loss: 1.1701 Epoch 23/30... Discriminator Loss: 1.3617... Generator Loss: 0.4761
Epoch 23/30... Discriminator Loss: 1.2552... Generator Loss: 0.7763 Epoch 23/30... Discriminator Loss: 1.1903... Generator Loss: 1.0007 Epoch 23/30... Discriminator Loss: 1.4431... Generator Loss: 0.7093 Epoch 23/30... Discriminator Loss: 1.3753... Generator Loss: 0.6021 Epoch 23/30... Discriminator Loss: 1.4163... Generator Loss: 0.5552 Epoch 23/30... Discriminator Loss: 1.3748... Generator Loss: 1.1038 Epoch 23/30... Discriminator Loss: 1.4983... Generator Loss: 0.7374 Epoch 23/30... Discriminator Loss: 1.3579... Generator Loss: 0.6625 Epoch 23/30... Discriminator Loss: 1.2717... Generator Loss: 0.7076 Epoch 23/30... Discriminator Loss: 1.1753... Generator Loss: 0.6742
Epoch 23/30... Discriminator Loss: 1.4013... Generator Loss: 0.8985 Epoch 23/30... Discriminator Loss: 1.2522... Generator Loss: 0.8438 Epoch 23/30... Discriminator Loss: 1.3367... Generator Loss: 0.5122 Epoch 23/30... Discriminator Loss: 1.1450... Generator Loss: 0.8861 Epoch 23/30... Discriminator Loss: 1.3042... Generator Loss: 0.5097 Epoch 23/30... Discriminator Loss: 1.3594... Generator Loss: 0.6645 Epoch 23/30... Discriminator Loss: 1.3515... Generator Loss: 0.5362 Epoch 23/30... Discriminator Loss: 1.3363... Generator Loss: 0.8283 Epoch 23/30... Discriminator Loss: 1.3511... Generator Loss: 1.2117 Epoch 23/30... Discriminator Loss: 1.4097... Generator Loss: 0.7280
Epoch 23/30... Discriminator Loss: 1.4995... Generator Loss: 0.3969 Epoch 23/30... Discriminator Loss: 1.6669... Generator Loss: 1.2519 Epoch 23/30... Discriminator Loss: 1.2680... Generator Loss: 0.7063 Epoch 23/30... Discriminator Loss: 0.8600... Generator Loss: 1.0995 Epoch 23/30... Discriminator Loss: 1.1063... Generator Loss: 0.8846 Epoch 23/30... Discriminator Loss: 1.6010... Generator Loss: 0.4013 Epoch 23/30... Discriminator Loss: 1.2847... Generator Loss: 0.7240 Epoch 23/30... Discriminator Loss: 1.4010... Generator Loss: 0.7517 epoch_i 23 Epoch 24/30... Discriminator Loss: 1.4625... Generator Loss: 0.5262 Epoch 24/30... Discriminator Loss: 1.2033... Generator Loss: 0.8265
Epoch 24/30... Discriminator Loss: 1.3324... Generator Loss: 0.6134 Epoch 24/30... Discriminator Loss: 1.1185... Generator Loss: 0.9174 Epoch 24/30... Discriminator Loss: 1.4047... Generator Loss: 0.6671 Epoch 24/30... Discriminator Loss: 1.2759... Generator Loss: 0.8911 Epoch 24/30... Discriminator Loss: 1.2156... Generator Loss: 0.5452 Epoch 24/30... Discriminator Loss: 1.2184... Generator Loss: 0.6690 Epoch 24/30... Discriminator Loss: 1.3064... Generator Loss: 0.6875 Epoch 24/30... Discriminator Loss: 1.2504... Generator Loss: 0.9379 Epoch 24/30... Discriminator Loss: 1.2923... Generator Loss: 0.8557 Epoch 24/30... Discriminator Loss: 1.2751... Generator Loss: 0.7375
Epoch 24/30... Discriminator Loss: 1.2551... Generator Loss: 1.0569 Epoch 24/30... Discriminator Loss: 1.3634... Generator Loss: 0.5906 Epoch 24/30... Discriminator Loss: 0.9583... Generator Loss: 1.0079 Epoch 24/30... Discriminator Loss: 1.4270... Generator Loss: 0.4517 Epoch 24/30... Discriminator Loss: 1.4137... Generator Loss: 0.6043 Epoch 24/30... Discriminator Loss: 1.2673... Generator Loss: 0.6386 Epoch 24/30... Discriminator Loss: 1.3873... Generator Loss: 0.9870 Epoch 24/30... Discriminator Loss: 1.6743... Generator Loss: 0.7365 Epoch 24/30... Discriminator Loss: 1.3634... Generator Loss: 0.6371 Epoch 24/30... Discriminator Loss: 1.3104... Generator Loss: 0.7381
Epoch 24/30... Discriminator Loss: 1.5057... Generator Loss: 0.3826 Epoch 24/30... Discriminator Loss: 1.2831... Generator Loss: 0.6142 Epoch 24/30... Discriminator Loss: 1.2236... Generator Loss: 0.7429 Epoch 24/30... Discriminator Loss: 1.2740... Generator Loss: 0.7872 Epoch 24/30... Discriminator Loss: 1.3683... Generator Loss: 0.5591 Epoch 24/30... Discriminator Loss: 1.3870... Generator Loss: 0.5308 Epoch 24/30... Discriminator Loss: 1.2950... Generator Loss: 0.7638 Epoch 24/30... Discriminator Loss: 1.2025... Generator Loss: 0.7075 Epoch 24/30... Discriminator Loss: 1.3574... Generator Loss: 0.5880 Epoch 24/30... Discriminator Loss: 1.3138... Generator Loss: 0.8488
Epoch 24/30... Discriminator Loss: 1.4375... Generator Loss: 0.4708 Epoch 24/30... Discriminator Loss: 1.2535... Generator Loss: 0.6635 Epoch 24/30... Discriminator Loss: 1.2056... Generator Loss: 1.2161 Epoch 24/30... Discriminator Loss: 1.1594... Generator Loss: 0.8017 Epoch 24/30... Discriminator Loss: 1.4629... Generator Loss: 0.6302 Epoch 24/30... Discriminator Loss: 1.3737... Generator Loss: 0.8242 Epoch 24/30... Discriminator Loss: 1.2237... Generator Loss: 0.7224 Epoch 24/30... Discriminator Loss: 1.4084... Generator Loss: 0.4721 Epoch 24/30... Discriminator Loss: 1.4365... Generator Loss: 0.5590 Epoch 24/30... Discriminator Loss: 1.4344... Generator Loss: 0.5804
Epoch 24/30... Discriminator Loss: 1.1385... Generator Loss: 0.7546 Epoch 24/30... Discriminator Loss: 1.3695... Generator Loss: 0.5448 Epoch 24/30... Discriminator Loss: 1.2964... Generator Loss: 0.7934 Epoch 24/30... Discriminator Loss: 1.3113... Generator Loss: 0.7821 Epoch 24/30... Discriminator Loss: 1.3484... Generator Loss: 0.5686 Epoch 24/30... Discriminator Loss: 1.3204... Generator Loss: 0.5844 Epoch 24/30... Discriminator Loss: 1.2688... Generator Loss: 0.7398 Epoch 24/30... Discriminator Loss: 1.0991... Generator Loss: 0.9722 Epoch 24/30... Discriminator Loss: 1.2181... Generator Loss: 0.6664 Epoch 24/30... Discriminator Loss: 1.3094... Generator Loss: 0.7798
Epoch 24/30... Discriminator Loss: 1.2875... Generator Loss: 0.7018 Epoch 24/30... Discriminator Loss: 1.4713... Generator Loss: 0.5827 Epoch 24/30... Discriminator Loss: 1.4037... Generator Loss: 0.5441 Epoch 24/30... Discriminator Loss: 1.4069... Generator Loss: 0.5783 Epoch 24/30... Discriminator Loss: 1.3670... Generator Loss: 0.6505 Epoch 24/30... Discriminator Loss: 1.2675... Generator Loss: 0.6430 Epoch 24/30... Discriminator Loss: 1.3688... Generator Loss: 0.7284 Epoch 24/30... Discriminator Loss: 1.3548... Generator Loss: 0.8064 Epoch 24/30... Discriminator Loss: 1.3524... Generator Loss: 0.6932 Epoch 24/30... Discriminator Loss: 1.2549... Generator Loss: 0.7577
Epoch 24/30... Discriminator Loss: 1.2014... Generator Loss: 0.7949 Epoch 24/30... Discriminator Loss: 1.3440... Generator Loss: 0.5569 Epoch 24/30... Discriminator Loss: 1.2545... Generator Loss: 0.7093 Epoch 24/30... Discriminator Loss: 1.2476... Generator Loss: 0.6587 Epoch 24/30... Discriminator Loss: 1.2393... Generator Loss: 0.7858 Epoch 24/30... Discriminator Loss: 1.4386... Generator Loss: 0.6004 Epoch 24/30... Discriminator Loss: 1.1900... Generator Loss: 0.7754 Epoch 24/30... Discriminator Loss: 1.2898... Generator Loss: 0.7603 Epoch 24/30... Discriminator Loss: 1.3401... Generator Loss: 0.7430 Epoch 24/30... Discriminator Loss: 1.3826... Generator Loss: 0.5454
Epoch 24/30... Discriminator Loss: 1.4691... Generator Loss: 1.2005 Epoch 24/30... Discriminator Loss: 1.3026... Generator Loss: 0.7037 Epoch 24/30... Discriminator Loss: 1.4194... Generator Loss: 0.6701 Epoch 24/30... Discriminator Loss: 1.5561... Generator Loss: 0.4184 Epoch 24/30... Discriminator Loss: 1.4101... Generator Loss: 0.7601 Epoch 24/30... Discriminator Loss: 1.2802... Generator Loss: 0.7816 Epoch 24/30... Discriminator Loss: 1.3419... Generator Loss: 0.6116 Epoch 24/30... Discriminator Loss: 1.2877... Generator Loss: 0.8341 Epoch 24/30... Discriminator Loss: 1.4151... Generator Loss: 0.5741 Epoch 24/30... Discriminator Loss: 1.3312... Generator Loss: 0.6541
Epoch 24/30... Discriminator Loss: 1.2697... Generator Loss: 0.6690 Epoch 24/30... Discriminator Loss: 1.2651... Generator Loss: 0.7387 Epoch 24/30... Discriminator Loss: 1.3378... Generator Loss: 0.6254 Epoch 24/30... Discriminator Loss: 1.3137... Generator Loss: 0.7415 Epoch 24/30... Discriminator Loss: 1.0739... Generator Loss: 0.7875 Epoch 24/30... Discriminator Loss: 1.3823... Generator Loss: 0.6886 Epoch 24/30... Discriminator Loss: 1.0787... Generator Loss: 0.7827 Epoch 24/30... Discriminator Loss: 1.3381... Generator Loss: 0.6953 Epoch 24/30... Discriminator Loss: 1.2476... Generator Loss: 0.7713 Epoch 24/30... Discriminator Loss: 1.1512... Generator Loss: 0.8526
Epoch 24/30... Discriminator Loss: 1.2480... Generator Loss: 0.9169 Epoch 24/30... Discriminator Loss: 1.3543... Generator Loss: 0.6112 Epoch 24/30... Discriminator Loss: 1.3774... Generator Loss: 0.6400 Epoch 24/30... Discriminator Loss: 1.2956... Generator Loss: 0.6988 Epoch 24/30... Discriminator Loss: 1.2935... Generator Loss: 0.6692 Epoch 24/30... Discriminator Loss: 1.3222... Generator Loss: 0.7327 Epoch 24/30... Discriminator Loss: 1.4050... Generator Loss: 0.4882 Epoch 24/30... Discriminator Loss: 1.2832... Generator Loss: 0.8110 Epoch 24/30... Discriminator Loss: 1.2245... Generator Loss: 0.9012 Epoch 24/30... Discriminator Loss: 1.3584... Generator Loss: 0.5535
Epoch 24/30... Discriminator Loss: 1.1691... Generator Loss: 0.8641 Epoch 24/30... Discriminator Loss: 1.4140... Generator Loss: 0.6459 Epoch 24/30... Discriminator Loss: 1.1687... Generator Loss: 0.9026 Epoch 24/30... Discriminator Loss: 1.2833... Generator Loss: 0.5919 Epoch 24/30... Discriminator Loss: 1.2480... Generator Loss: 0.6444 Epoch 24/30... Discriminator Loss: 1.3206... Generator Loss: 0.6280 Epoch 24/30... Discriminator Loss: 1.1661... Generator Loss: 0.9361 Epoch 24/30... Discriminator Loss: 1.2000... Generator Loss: 0.8560 Epoch 24/30... Discriminator Loss: 1.2138... Generator Loss: 0.7490 Epoch 24/30... Discriminator Loss: 1.2167... Generator Loss: 1.2494
Epoch 24/30... Discriminator Loss: 1.3025... Generator Loss: 0.7373 Epoch 24/30... Discriminator Loss: 1.2670... Generator Loss: 0.6305 Epoch 24/30... Discriminator Loss: 1.3289... Generator Loss: 0.6376 Epoch 24/30... Discriminator Loss: 1.2716... Generator Loss: 0.7458 Epoch 24/30... Discriminator Loss: 1.3137... Generator Loss: 0.8990 Epoch 24/30... Discriminator Loss: 1.3784... Generator Loss: 0.8002 Epoch 24/30... Discriminator Loss: 1.3972... Generator Loss: 0.8206 Epoch 24/30... Discriminator Loss: 1.3182... Generator Loss: 0.7907 Epoch 24/30... Discriminator Loss: 1.4148... Generator Loss: 0.5097 Epoch 24/30... Discriminator Loss: 1.4011... Generator Loss: 0.5795
Epoch 24/30... Discriminator Loss: 1.2442... Generator Loss: 0.6960 Epoch 24/30... Discriminator Loss: 1.2473... Generator Loss: 0.6797 Epoch 24/30... Discriminator Loss: 1.1652... Generator Loss: 0.6997 Epoch 24/30... Discriminator Loss: 1.2503... Generator Loss: 0.8227 Epoch 24/30... Discriminator Loss: 1.3424... Generator Loss: 0.5859 Epoch 24/30... Discriminator Loss: 1.3528... Generator Loss: 0.6369 Epoch 24/30... Discriminator Loss: 1.2825... Generator Loss: 0.8540 Epoch 24/30... Discriminator Loss: 1.2582... Generator Loss: 0.7550 Epoch 24/30... Discriminator Loss: 1.2864... Generator Loss: 0.6803 Epoch 24/30... Discriminator Loss: 1.3076... Generator Loss: 0.6491
Epoch 24/30... Discriminator Loss: 1.3082... Generator Loss: 0.6110 Epoch 24/30... Discriminator Loss: 1.6575... Generator Loss: 0.3430 Epoch 24/30... Discriminator Loss: 1.6923... Generator Loss: 0.2723 Epoch 24/30... Discriminator Loss: 1.2700... Generator Loss: 0.9523 Epoch 24/30... Discriminator Loss: 1.4218... Generator Loss: 0.5147 Epoch 24/30... Discriminator Loss: 1.3744... Generator Loss: 0.6230 Epoch 24/30... Discriminator Loss: 1.4429... Generator Loss: 0.5451 Epoch 24/30... Discriminator Loss: 1.9796... Generator Loss: 0.2077 Epoch 24/30... Discriminator Loss: 0.9297... Generator Loss: 0.9949 Epoch 24/30... Discriminator Loss: 0.8589... Generator Loss: 1.4811
Epoch 24/30... Discriminator Loss: 1.4650... Generator Loss: 0.3833 Epoch 24/30... Discriminator Loss: 1.1462... Generator Loss: 1.8667 Epoch 24/30... Discriminator Loss: 1.3755... Generator Loss: 1.1345 Epoch 24/30... Discriminator Loss: 1.5122... Generator Loss: 1.2184 Epoch 24/30... Discriminator Loss: 1.2536... Generator Loss: 0.8578 Epoch 24/30... Discriminator Loss: 1.3304... Generator Loss: 0.6763 Epoch 24/30... Discriminator Loss: 1.2401... Generator Loss: 0.7942 Epoch 24/30... Discriminator Loss: 1.3614... Generator Loss: 0.5822 Epoch 24/30... Discriminator Loss: 1.6457... Generator Loss: 1.8640 Epoch 24/30... Discriminator Loss: 1.4270... Generator Loss: 0.7394
Epoch 24/30... Discriminator Loss: 1.5544... Generator Loss: 0.5299 Epoch 24/30... Discriminator Loss: 1.4397... Generator Loss: 0.7259 Epoch 24/30... Discriminator Loss: 1.3751... Generator Loss: 0.5803 Epoch 24/30... Discriminator Loss: 1.1322... Generator Loss: 1.0506 Epoch 24/30... Discriminator Loss: 1.3442... Generator Loss: 0.6707 Epoch 24/30... Discriminator Loss: 1.1832... Generator Loss: 0.7985 epoch_i 24 Epoch 25/30... Discriminator Loss: 1.3292... Generator Loss: 0.5773 Epoch 25/30... Discriminator Loss: 1.2555... Generator Loss: 0.7347 Epoch 25/30... Discriminator Loss: 1.1635... Generator Loss: 1.0300 Epoch 25/30... Discriminator Loss: 1.1623... Generator Loss: 0.7361
Epoch 25/30... Discriminator Loss: 1.3508... Generator Loss: 0.5890 Epoch 25/30... Discriminator Loss: 1.3997... Generator Loss: 1.3022 Epoch 25/30... Discriminator Loss: 1.2426... Generator Loss: 1.1478 Epoch 25/30... Discriminator Loss: 1.1875... Generator Loss: 0.8429 Epoch 25/30... Discriminator Loss: 1.4714... Generator Loss: 1.1400 Epoch 25/30... Discriminator Loss: 1.1791... Generator Loss: 0.5458 Epoch 25/30... Discriminator Loss: 1.3707... Generator Loss: 0.4449 Epoch 25/30... Discriminator Loss: 1.1276... Generator Loss: 0.9854 Epoch 25/30... Discriminator Loss: 1.3288... Generator Loss: 0.5250 Epoch 25/30... Discriminator Loss: 1.3442... Generator Loss: 1.0575
Epoch 25/30... Discriminator Loss: 1.3835... Generator Loss: 0.5038 Epoch 25/30... Discriminator Loss: 1.4980... Generator Loss: 0.4729 Epoch 25/30... Discriminator Loss: 1.2488... Generator Loss: 0.6860 Epoch 25/30... Discriminator Loss: 1.3390... Generator Loss: 0.7289 Epoch 25/30... Discriminator Loss: 1.1981... Generator Loss: 0.5743 Epoch 25/30... Discriminator Loss: 1.3497... Generator Loss: 0.7837 Epoch 25/30... Discriminator Loss: 1.4377... Generator Loss: 0.5703 Epoch 25/30... Discriminator Loss: 1.4173... Generator Loss: 0.4737 Epoch 25/30... Discriminator Loss: 1.0779... Generator Loss: 0.7879 Epoch 25/30... Discriminator Loss: 1.3128... Generator Loss: 0.9050
Epoch 25/30... Discriminator Loss: 1.3037... Generator Loss: 0.7352 Epoch 25/30... Discriminator Loss: 1.1050... Generator Loss: 0.7966 Epoch 25/30... Discriminator Loss: 1.3516... Generator Loss: 0.7568 Epoch 25/30... Discriminator Loss: 1.4548... Generator Loss: 0.5802 Epoch 25/30... Discriminator Loss: 1.4434... Generator Loss: 1.2037
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-13-8ea954123c0c> in <module>() 13 with tf.Graph().as_default(): 14 train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches, ---> 15 celeba_dataset.shape, celeba_dataset.image_mode) <ipython-input-11-c435cf11ae5c> in train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode) 34 35 print('epoch_i', epoch_i) ---> 36 for batch_images in get_batches(batch_size): 37 steps += 1 38 D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in get_batches(self, batch_size) 213 self.data_files[current_index:current_index + batch_size], 214 *self.shape[1:3], --> 215 self.image_mode) 216 217 current_index += batch_size D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in get_batch(image_files, width, height, mode) 86 def get_batch(image_files, width, height, mode): 87 data_batch = np.array( ---> 88 [get_image(sample_file, width, height, mode) for sample_file in image_files]).astype(np.float32) 89 90 # Make sure the images are in 4 dimensions D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in <listcomp>(.0) 86 def get_batch(image_files, width, height, mode): 87 data_batch = np.array( ---> 88 [get_image(sample_file, width, height, mode) for sample_file in image_files]).astype(np.float32) 89 90 # Make sure the images are in 4 dimensions D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in get_image(image_path, width, height, mode) 78 j = (image.size[0] - face_width) // 2 79 i = (image.size[1] - face_height) // 2 ---> 80 image = image.crop([j, i, j + face_width, i + face_height]) 81 image = image.resize([width, height], Image.BILINEAR) 82 C:\Users\Pica\Anaconda3\envs\tf\lib\site-packages\PIL\Image.py in crop(self, box) 1039 """ 1040 -> 1041 self.load() 1042 if box is None: 1043 return self.copy() C:\Users\Pica\Anaconda3\envs\tf\lib\site-packages\PIL\ImageFile.py in load(self) 232 233 b = b + s --> 234 n, err_code = decoder.decode(b) 235 if n < 0: 236 break KeyboardInterrupt:
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.